Library & Data Import

# rm(list=ls())
# setwd("/Users/exntu/ieee-fraud-detection")
options(scipen=999)
library(dplyr)
library(mice)
library(corrplot)
library(ggplot2)
library(caret)

train_i <- read.csv("train_identity.csv", na.strings=c('',NA))
test_i <- read.csv("test_identity.csv", na.strings=c('',NA))
train_t <- read.csv("train_transaction.csv", na.strings=c('',NA))
test_t <- read.csv("test_transaction.csv", na.strings=c('',NA))


1. Import Data

train_i

str(train_i)
'data.frame':   144233 obs. of  41 variables:
 $ TransactionID: int  2987004 2987008 2987010 2987011 2987016 2987017 2987022 2987038 2987040 2987048 ...
 $ id_01        : num  0 -5 -5 -5 0 -5 -15 0 -10 -5 ...
 $ id_02        : num  70787 98945 191631 221832 7460 ...
 $ id_03        : num  NA NA 0 NA 0 3 NA 0 0 NA ...
 $ id_04        : num  NA NA 0 NA 0 0 NA 0 0 NA ...
 $ id_05        : num  NA 0 0 0 1 3 NA 0 0 0 ...
 $ id_06        : num  NA -5 0 -6 0 0 NA -10 0 0 ...
 $ id_07        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_08        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_09        : num  NA NA 0 NA 0 3 NA 0 0 NA ...
 $ id_10        : num  NA NA 0 NA 0 0 NA 0 0 NA ...
 $ id_11        : num  100 100 100 100 100 100 NA 100 100 100 ...
 $ id_12        : Factor w/ 2 levels "Found","NotFound": 2 2 2 2 2 2 2 1 2 2 ...
 $ id_13        : num  NA 49 52 52 NA 52 14 NA 52 52 ...
 $ id_14        : num  -480 -300 NA NA -300 -300 NA -300 NA NA ...
 $ id_15        : Factor w/ 3 levels "Found","New",..: 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_16        : Factor w/ 2 levels "Found","NotFound": 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_17        : num  166 166 121 225 166 166 NA 166 121 225 ...
 $ id_18        : num  NA NA NA NA 15 18 NA 15 NA NA ...
 $ id_19        : num  542 621 410 176 529 529 NA 352 410 484 ...
 $ id_20        : num  144 500 142 507 575 600 NA 533 142 507 ...
 $ id_21        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_22        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_23        : Factor w/ 3 levels "IP_PROXY:ANONYMOUS",..: NA NA NA NA NA NA NA NA NA NA ...
 $ id_24        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_25        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_26        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_27        : Factor w/ 2 levels "Found","NotFound": NA NA NA NA NA NA NA NA NA NA ...
 $ id_28        : Factor w/ 2 levels "Found","New": 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_29        : Factor w/ 2 levels "Found","NotFound": 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_30        : Factor w/ 75 levels "Android","Android 4.4.2",..: 8 28 NA NA 45 70 NA 1 NA NA ...
 $ id_31        : Factor w/ 130 levels "android","android browser 4.0",..: 120 93 32 32 32 32 NA 32 32 32 ...
 $ id_32        : num  32 32 NA NA 24 24 NA 32 NA NA ...
 $ id_33        : Factor w/ 260 levels "0x0","1023x767",..: 165 49 NA NA 41 61 NA 133 NA NA ...
 $ id_34        : Factor w/ 4 levels "match_status:-1",..: 4 3 NA NA 4 4 NA 4 NA NA ...
 $ id_35        : logi  TRUE TRUE FALSE FALSE TRUE TRUE ...
 $ id_36        : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
 $ id_37        : logi  TRUE FALSE TRUE TRUE TRUE TRUE ...
 $ id_38        : logi  TRUE TRUE TRUE TRUE TRUE TRUE ...
 $ DeviceType   : Factor w/ 2 levels "desktop","mobile": 2 2 1 1 1 1 NA 2 1 1 ...
 $ DeviceInfo   : Factor w/ 1786 levels "0PAJ5","0PJA2",..: 1009 469 1663 NA 723 1663 NA NA 1663 1663 ...
summary(train_i)
 TransactionID         id_01             id_02            id_03       
 Min.   :2987004   Min.   :-100.00   Min.   :     1   Min.   :-13.00  
 1st Qu.:3077142   1st Qu.: -10.00   1st Qu.: 67992   1st Qu.:  0.00  
 Median :3198818   Median :  -5.00   Median :125800   Median :  0.00  
 Mean   :3236329   Mean   : -10.17   Mean   :174717   Mean   :  0.06  
 3rd Qu.:3392923   3rd Qu.:  -5.00   3rd Qu.:228749   3rd Qu.:  0.00  
 Max.   :3577534   Max.   :   0.00   Max.   :999595   Max.   : 10.00  
                                     NA's   :3361     NA's   :77909   
     id_04            id_05             id_06              id_07       
 Min.   :-28.00   Min.   :-72.000   Min.   :-100.000   Min.   :-46.00  
 1st Qu.:  0.00   1st Qu.:  0.000   1st Qu.:  -6.000   1st Qu.:  5.00  
 Median :  0.00   Median :  0.000   Median :   0.000   Median : 14.00  
 Mean   : -0.06   Mean   :  1.616   Mean   :  -6.699   Mean   : 13.29  
 3rd Qu.:  0.00   3rd Qu.:  1.000   3rd Qu.:   0.000   3rd Qu.: 22.00  
 Max.   :  0.00   Max.   : 52.000   Max.   :   0.000   Max.   : 61.00  
 NA's   :77909    NA's   :7368      NA's   :7368       NA's   :139078  
     id_08            id_09            id_10            id_11       
 Min.   :-100.0   Min.   :-36.00   Min.   :-100.0   Min.   : 90.00  
 1st Qu.: -48.0   1st Qu.:  0.00   1st Qu.:   0.0   1st Qu.:100.00  
 Median : -34.0   Median :  0.00   Median :   0.0   Median :100.00  
 Mean   : -38.6   Mean   :  0.09   Mean   :  -0.3   Mean   : 99.75  
 3rd Qu.: -23.0   3rd Qu.:  0.00   3rd Qu.:   0.0   3rd Qu.:100.00  
 Max.   :   0.0   Max.   : 25.00   Max.   :   0.0   Max.   :100.00  
 NA's   :139078   NA's   :69307    NA's   :69307    NA's   :3255    
      id_12            id_13           id_14            id_15      
 Found   : 21208   Min.   :10.00   Min.   :-660.0   Found  :67728  
 NotFound:123025   1st Qu.:49.00   1st Qu.:-360.0   New    :61612  
                   Median :52.00   Median :-300.0   Unknown:11645  
                   Mean   :48.05   Mean   :-344.5   NA's   : 3248  
                   3rd Qu.:52.00   3rd Qu.:-300.0                  
                   Max.   :64.00   Max.   : 720.0                  
                   NA's   :16913   NA's   :64189                   
      id_16           id_17           id_18           id_19      
 Found   :66324   Min.   :100.0   Min.   :10.00   Min.   :100.0  
 NotFound:63016   1st Qu.:166.0   1st Qu.:13.00   1st Qu.:266.0  
 NA's    :14893   Median :166.0   Median :15.00   Median :341.0  
                  Mean   :189.5   Mean   :14.24   Mean   :353.1  
                  3rd Qu.:225.0   3rd Qu.:15.00   3rd Qu.:427.0  
                  Max.   :229.0   Max.   :29.00   Max.   :671.0  
                  NA's   :4864    NA's   :99120   NA's   :4915   
     id_20           id_21            id_22       
 Min.   :100.0   Min.   :100.0    Min.   :10      
 1st Qu.:256.0   1st Qu.:252.0    1st Qu.:14      
 Median :472.0   Median :252.0    Median :14      
 Mean   :403.9   Mean   :368.3    Mean   :16      
 3rd Qu.:533.0   3rd Qu.:486.5    3rd Qu.:14      
 Max.   :661.0   Max.   :854.0    Max.   :44      
 NA's   :4972    NA's   :139074   NA's   :139064  
                  id_23            id_24            id_25       
 IP_PROXY:ANONYMOUS  :  1071   Min.   :11.0     Min.   :100.0   
 IP_PROXY:HIDDEN     :   609   1st Qu.:11.0     1st Qu.:321.0   
 IP_PROXY:TRANSPARENT:  3489   Median :11.0     Median :321.0   
 NA's                :139064   Mean   :12.8     Mean   :329.6   
                               3rd Qu.:15.0     3rd Qu.:371.0   
                               Max.   :26.0     Max.   :548.0   
                               NA's   :139486   NA's   :139101  
     id_26             id_27          id_28            id_29      
 Min.   :100.0    Found   :  5155   Found:76232   Found   :74926  
 1st Qu.:119.0    NotFound:    14   New  :64746   NotFound:66052  
 Median :149.0    NA's    :139064   NA's : 3255   NA's    : 3255  
 Mean   :149.1                                                    
 3rd Qu.:169.0                                                    
 Max.   :216.0                                                    
 NA's   :139070                                                   
         id_30                         id_31           id_32      
 Windows 10 :21155   chrome 63.0          :22000   Min.   : 0.00  
 Windows 7  :13110   mobile safari 11.0   :13423   1st Qu.:24.00  
 iOS 11.2.1 : 3722   mobile safari generic:11474   Median :24.00  
 iOS 11.1.2 : 3699   ie 11.0 for desktop  : 9030   Mean   :26.51  
 Android 7.0: 2871   safari generic       : 8195   3rd Qu.:32.00  
 (Other)    :33008   (Other)              :76160   Max.   :32.00  
 NA's       :66668   NA's                 : 3951   NA's   :66647  
       id_33                   id_34         id_35           id_36        
 1920x1080:16874   match_status:-1:    3   Mode :logical   Mode :logical  
 1366x768 : 8605   match_status:0 :  415   FALSE:63171     FALSE:134066   
 1334x750 : 6447   match_status:1 :17376   TRUE :77814     TRUE :6919     
 2208x1242: 4900   match_status:2 :60011   NA's :3248      NA's :3248     
 1440x900 : 4384   NA's           :66428                                  
 (Other)  :32079                                                          
 NA's     :70944                                                          
   id_37           id_38           DeviceType          DeviceInfo   
 Mode :logical   Mode :logical   desktop:85165   Windows    :47722  
 FALSE:30533     FALSE:73922     mobile :55645   iOS Device :19782  
 TRUE :110452    TRUE :67063     NA's   : 3423   MacOS      :12573  
 NA's :3248      NA's :3248                      Trident/7.0: 7440  
                                                 rv:11.0    : 1901  
                                                 (Other)    :29248  
                                                 NA's       :25567  


test_i

str(test_i)
'data.frame':   141907 obs. of  41 variables:
 $ TransactionID: int  3663586 3663588 3663597 3663601 3663602 3663622 3663624 3663626 3663629 3663658 ...
 $ id_01        : num  -45 0 -5 -45 -95 -5 -5 -5 -5 -5 ...
 $ id_02        : num  280290 3579 185210 252944 328680 ...
 $ id_03        : num  NA 0 NA 0 NA NA 0 0 0 NA ...
 $ id_04        : num  NA 0 NA 0 NA NA 0 0 0 NA ...
 $ id_05        : num  0 0 1 0 7 4 2 0 2 0 ...
 $ id_06        : num  0 0 0 0 -33 -2 -2 -2 -2 0 ...
 $ id_07        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_08        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_09        : num  NA 0 NA 0 NA NA 0 0 0 NA ...
 $ id_10        : num  NA 0 NA 0 NA NA 0 0 0 NA ...
 $ id_11        : num  100 100 100 100 100 100 100 100 100 100 ...
 $ id_12        : Factor w/ 2 levels "Found","NotFound": 2 1 2 2 2 2 1 1 1 1 ...
 $ id_13        : num  27 NA 52 27 27 27 27 27 27 27 ...
 $ id_14        : num  NA -300 -360 NA NA -480 -480 -480 -480 -360 ...
 $ id_15        : Factor w/ 3 levels "Found","New",..: 2 1 2 1 2 2 1 1 1 2 ...
 $ id_16        : Factor w/ 2 levels "Found","NotFound": 2 1 2 1 2 2 1 1 1 2 ...
 $ id_17        : num  225 166 225 225 225 166 166 166 166 166 ...
 $ id_18        : num  15 NA NA 15 15 15 15 15 15 NA ...
 $ id_19        : num  427 542 271 427 567 352 352 352 352 529 ...
 $ id_20        : num  563 368 507 563 507 177 177 177 177 214 ...
 $ id_21        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_22        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_23        : Factor w/ 3 levels "IP_PROXY:ANONYMOUS",..: NA NA NA NA NA NA NA NA NA NA ...
 $ id_24        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_25        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_26        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_27        : Factor w/ 2 levels "Found","NotFound": NA NA NA NA NA NA NA NA NA NA ...
 $ id_28        : Factor w/ 2 levels "Found","New": 2 1 2 1 2 2 1 1 1 2 ...
 $ id_29        : Factor w/ 2 levels "Found","NotFound": 2 1 2 1 2 2 1 1 1 2 ...
 $ id_30        : Factor w/ 86 levels "Android","Android 4.4.2",..: NA 7 NA NA NA 37 37 37 37 37 ...
 $ id_31        : Factor w/ 135 levels "android browser 4.0",..: 46 46 101 46 46 104 104 104 104 104 ...
 $ id_32        : num  NA 24 NA NA NA 32 32 32 32 32 ...
 $ id_33        : Factor w/ 390 levels "1000x798","1021x669",..: NA 49 NA NA NA 219 219 219 219 197 ...
 $ id_34        : Factor w/ 2 levels "match_status:1",..: NA 2 NA NA NA 2 2 2 2 2 ...
 $ id_35        : logi  FALSE TRUE FALSE FALSE FALSE TRUE ...
 $ id_36        : logi  FALSE FALSE TRUE FALSE FALSE FALSE ...
 $ id_37        : logi  TRUE TRUE TRUE TRUE TRUE FALSE ...
 $ id_38        : logi  FALSE TRUE FALSE FALSE FALSE TRUE ...
 $ DeviceType   : Factor w/ 2 levels "desktop","mobile": 2 2 1 2 2 2 2 2 2 2 ...
 $ DeviceInfo   : Factor w/ 2226 levels "2014819","2PS64",..: 1091 857 2069 1091 1768 598 598 598 598 598 ...
summary(test_i)
 TransactionID         id_01             id_02            id_03       
 Min.   :3663586   Min.   :-100.00   Min.   :     2   Min.   :-12.00  
 1st Qu.:3859268   1st Qu.: -12.50   1st Qu.: 63340   1st Qu.:  0.00  
 Median :4001774   Median :  -5.00   Median :133190   Median :  0.00  
 Mean   :3972166   Mean   : -11.33   Mean   :192659   Mean   :  0.05  
 3rd Qu.:4105284   3rd Qu.:  -5.00   3rd Qu.:265718   3rd Qu.:  0.00  
 Max.   :4170239   Max.   :   0.00   Max.   :999869   Max.   : 11.00  
                                     NA's   :4931     NA's   :75426   
     id_04            id_05             id_06              id_07       
 Min.   :-19.00   Min.   :-81.000   Min.   :-100.000   Min.   :-41.00  
 1st Qu.:  0.00   1st Qu.:  0.000   1st Qu.:  -6.000   1st Qu.:  3.00  
 Median :  0.00   Median :  0.000   Median :   0.000   Median : 12.00  
 Mean   : -0.09   Mean   :  1.246   Mean   :  -6.804   Mean   : 12.49  
 3rd Qu.:  0.00   3rd Qu.:  1.000   3rd Qu.:   0.000   3rd Qu.: 21.00  
 Max.   :  0.00   Max.   : 52.000   Max.   :   0.000   Max.   : 59.00  
 NA's   :75426    NA's   :7157      NA's   :7157       NA's   :136848  
     id_08             id_09            id_10             id_11       
 Min.   :-100.00   Min.   :-32.00   Min.   :-100.00   Min.   : 90.00  
 1st Qu.: -46.00   1st Qu.:  0.00   1st Qu.:   0.00   1st Qu.:100.00  
 Median : -33.00   Median :  0.00   Median :   0.00   Median :100.00  
 Mean   : -36.58   Mean   :  0.08   Mean   :  -0.25   Mean   : 99.75  
 3rd Qu.: -23.00   3rd Qu.:  0.00   3rd Qu.:   0.00   3rd Qu.:100.00  
 Max.   :   0.00   Max.   : 16.00   Max.   :   0.00   Max.   :100.00  
 NA's   :136848    NA's   :67569    NA's   :67569     NA's   :5129    
      id_12            id_13           id_14            id_15      
 Found   : 21012   Min.   :11.00   Min.   :-720.0   Found  :67962  
 NotFound:120895   1st Qu.:27.00   1st Qu.:-360.0   New    :57785  
                   Median :27.00   Median :-300.0   Unknown:11230  
                   Mean   :36.91   Mean   :-344.5   NA's   : 4930  
                   3rd Qu.:52.00   3rd Qu.:-300.0                  
                   Max.   :63.00   Max.   : 720.0                  
                   NA's   :11621   NA's   :70550                   
      id_16           id_17           id_18           id_19      
 Found   :66481   Min.   :100.0   Min.   :11.0    Min.   :100.0  
 NotFound:59266   1st Qu.:166.0   1st Qu.:13.0    1st Qu.:266.0  
 NA's    :16160   Median :166.0   Median :15.0    Median :321.0  
                  Mean   :191.1   Mean   :14.8    Mean   :350.1  
                  3rd Qu.:225.0   3rd Qu.:15.0    3rd Qu.:427.0  
                  Max.   :228.0   Max.   :29.0    Max.   :670.0  
                  NA's   :5941    NA's   :91032   NA's   :6001   
     id_20           id_21            id_22       
 Min.   :100.0   Min.   :100.0    Min.   :11.00   
 1st Qu.:256.0   1st Qu.:252.0    1st Qu.:14.00   
 Median :484.0   Median :576.0    Median :14.00   
 Mean   :408.9   Mean   :507.7    Mean   :15.34   
 3rd Qu.:549.0   3rd Qu.:711.0    3rd Qu.:14.00   
 Max.   :660.0   Max.   :854.0    Max.   :44.00   
 NA's   :6274    NA's   :136848   NA's   :136845  
                  id_23            id_24            id_25       
 IP_PROXY:ANONYMOUS  :   939   Min.   :10.00    Min.   :100     
 IP_PROXY:HIDDEN     :   409   1st Qu.:11.00    1st Qu.:321     
 IP_PROXY:TRANSPARENT:  3714   Median :11.00    Median :321     
 NA's                :136845   Mean   :13.17    Mean   :332     
                               3rd Qu.:15.00    3rd Qu.:355     
                               Max.   :26.00    Max.   :549     
                               NA's   :137167   NA's   :136868  
     id_26             id_27          id_28            id_29      
 Min.   :100.0    Found   :  5059   Found:75581   Found   :74338  
 1st Qu.:137.0    NotFound:     3   New  :61197   NotFound:62440  
 Median :147.0    NA's    :136845   NA's : 5129   NA's    : 5129  
 Mean   :152.8                                                    
 3rd Qu.:182.0                                                    
 Max.   :216.0                                                    
 NA's   :136860                                                   
              id_30                      id_31           id_32      
 Windows 10      :21015   chrome 70.0       :16054   Min.   : 8.00  
 Windows 7       :10368   mobile safari 12.0:13098   1st Qu.:24.00  
 iOS 12.1.0      : 6349   mobile safari 11.0:10232   Median :24.00  
 iOS 11.4.1      : 3538   chrome 71.0       : 9489   Mean   :26.22  
 Mac OS X 10_13_6: 3254   chrome 69.0       : 8293   3rd Qu.:32.00  
 (Other)         :26135   (Other)           :79459   Max.   :48.00  
 NA's            :71248   NA's              : 5282   NA's   :71236  
       id_33                  id_34         id_35           id_36        
 1920x1080:16868   match_status:1:    1   Mode :logical   Mode :logical  
 1366x768 : 6441   match_status:2:72174   FALSE:65327     FALSE:133287   
 1334x750 : 5103   NA's          :69732   TRUE :71650     TRUE :3690     
 2208x1242: 4213                          NA's :4930      NA's :4930     
 1440x900 : 3743                                                         
 (Other)  :34303                                                         
 NA's     :71236                                                         
   id_37           id_38           DeviceType          DeviceInfo   
 Mode :logical   Mode :logical   desktop:74403   Windows    :44988  
 FALSE:32280     FALSE:95058     mobile :62528   iOS Device :18720  
 TRUE :104697    TRUE :41919     NA's   : 4976   MacOS      :11149  
 NA's :4930      NA's :4930                      Trident/7.0: 4890  
                                                 rv:11.0    :  749  
                                                 (Other)    :34561  
                                                 NA's       :26850  


train_t

str(train_t)
'data.frame':   590540 obs. of  394 variables:
 $ TransactionID : int  2987000 2987001 2987002 2987003 2987004 2987005 2987006 2987007 2987008 2987009 ...
 $ isFraud       : int  0 0 0 0 0 0 0 0 0 0 ...
 $ TransactionDT : int  86400 86401 86469 86499 86506 86510 86522 86529 86535 86536 ...
 $ TransactionAmt: num  68.5 29 59 50 50 ...
 $ ProductCD     : Factor w/ 5 levels "C","H","R","S",..: 5 5 5 5 2 5 5 5 2 5 ...
 $ card1         : int  13926 2755 4663 18132 4497 5937 12308 12695 2803 17399 ...
 $ card2         : num  NA 404 490 567 514 555 360 490 100 111 ...
 $ card3         : num  150 150 150 150 150 150 150 150 150 150 ...
 $ card4         : Factor w/ 4 levels "american express",..: 2 3 4 3 3 4 4 4 4 3 ...
 $ card5         : num  142 102 166 117 102 226 166 226 226 224 ...
 $ card6         : Factor w/ 4 levels "charge card",..: 2 2 3 3 2 3 3 3 3 3 ...
 $ addr1         : num  315 325 330 476 420 272 126 325 337 204 ...
 $ addr2         : num  87 87 87 87 87 87 87 87 87 87 ...
 $ dist1         : num  19 NA 287 NA NA 36 0 NA NA 19 ...
 $ dist2         : num  NA NA NA NA NA NA NA NA NA NA ...
 $ P_emaildomain : Factor w/ 59 levels "aim.com","anonymous.com",..: NA 17 36 54 17 17 54 30 2 54 ...
 $ R_emaildomain : Factor w/ 60 levels "aim.com","anonymous.com",..: NA NA NA NA NA NA NA NA NA NA ...
 $ C1            : num  1 1 1 2 1 1 1 1 1 2 ...
 $ C2            : num  1 1 1 5 1 1 1 1 1 2 ...
 $ C3            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C4            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C5            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C6            : num  1 1 1 4 1 1 1 1 1 3 ...
 $ C7            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C8            : num  0 0 0 0 1 0 0 0 1 0 ...
 $ C9            : num  1 0 1 1 0 1 1 0 0 3 ...
 $ C10           : num  0 0 0 0 1 0 0 0 1 0 ...
 $ C11           : num  2 1 1 1 1 1 1 1 1 1 ...
 $ C12           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C13           : num  1 1 1 25 1 1 1 1 1 12 ...
 $ C14           : num  1 1 1 1 1 1 1 1 1 2 ...
 $ D1            : num  14 0 0 112 0 0 0 0 0 61 ...
 $ D2            : num  NA NA NA 112 NA NA NA NA NA 61 ...
 $ D3            : num  13 NA NA 0 NA NA NA NA NA 30 ...
 $ D4            : num  NA 0 0 94 NA 0 0 0 NA 318 ...
 $ D5            : num  NA NA NA 0 NA NA NA NA NA 30 ...
 $ D6            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D7            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D8            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D9            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D10           : num  13 0 0 84 NA 0 0 0 NA 40 ...
 $ D11           : num  13 NA 315 NA NA 0 0 NA NA 302 ...
 $ D12           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D13           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D14           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D15           : num  0 0 315 111 NA 0 0 0 NA 318 ...
 $ M1            : logi  TRUE NA TRUE NA NA TRUE ...
 $ M2            : logi  TRUE NA TRUE NA NA TRUE ...
 $ M3            : logi  TRUE NA TRUE NA NA TRUE ...
 $ M4            : Factor w/ 3 levels "M0","M1","M2": 3 1 1 1 NA 2 1 1 NA 1 ...
 $ M5            : logi  FALSE TRUE FALSE TRUE NA FALSE ...
 $ M6            : logi  TRUE TRUE FALSE FALSE NA TRUE ...
 $ M7            : logi  NA NA FALSE NA NA NA ...
 $ M8            : logi  NA NA FALSE NA NA NA ...
 $ M9            : logi  NA NA FALSE NA NA NA ...
 $ V1            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V2            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V3            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V4            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V5            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V6            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V7            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V8            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V9            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V10           : num  0 NA 0 NA NA 0 0 NA NA 0 ...
 $ V11           : num  0 NA 0 NA NA 0 0 NA NA 0 ...
 $ V12           : num  1 0 1 1 NA 1 1 0 NA 1 ...
 $ V13           : num  1 0 1 1 NA 1 1 0 NA 1 ...
 $ V14           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V15           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V16           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V17           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V18           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V19           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V20           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V21           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V22           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V23           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V24           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V25           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V26           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V27           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V28           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V29           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V30           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V31           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V32           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V33           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V34           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V35           : num  NA 0 1 1 NA 1 1 0 NA 1 ...
 $ V36           : num  NA 0 1 1 NA 1 1 0 NA 1 ...
 $ V37           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
 $ V38           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
 $ V39           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V40           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V41           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
 $ V42           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V43           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V44           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
  [list output truncated]
summary(train_t)
 TransactionID        isFraud        TransactionDT      TransactionAmt    
 Min.   :2987000   Min.   :0.00000   Min.   :   86400   Min.   :    0.25  
 1st Qu.:3134635   1st Qu.:0.00000   1st Qu.: 3027058   1st Qu.:   43.32  
 Median :3282270   Median :0.00000   Median : 7306528   Median :   68.77  
 Mean   :3282270   Mean   :0.03499   Mean   : 7372311   Mean   :  135.03  
 3rd Qu.:3429904   3rd Qu.:0.00000   3rd Qu.:11246620   3rd Qu.:  125.00  
 Max.   :3577539   Max.   :1.00000   Max.   :15811131   Max.   :31937.39  
                                                                          
 ProductCD      card1           card2           card3      
 C: 68519   Min.   : 1000   Min.   :100.0   Min.   :100.0  
 H: 33024   1st Qu.: 6019   1st Qu.:214.0   1st Qu.:150.0  
 R: 37699   Median : 9678   Median :361.0   Median :150.0  
 S: 11628   Mean   : 9899   Mean   :362.6   Mean   :153.2  
 W:439670   3rd Qu.:14184   3rd Qu.:512.0   3rd Qu.:150.0  
            Max.   :18396   Max.   :600.0   Max.   :231.0  
                            NA's   :8933    NA's   :1565   
              card4            card5                   card6       
 american express:  8328   Min.   :100.0   charge card    :    15  
 discover        :  6651   1st Qu.:166.0   credit         :148986  
 mastercard      :189217   Median :226.0   debit          :439938  
 visa            :384767   Mean   :199.3   debit or credit:    30  
 NA's            :  1577   3rd Qu.:226.0   NA's           :  1571  
                           Max.   :237.0                           
                           NA's   :4259                            
     addr1           addr2           dist1             dist2        
 Min.   :100.0   Min.   : 10.0   Min.   :    0.0   Min.   :    0.0  
 1st Qu.:204.0   1st Qu.: 87.0   1st Qu.:    3.0   1st Qu.:    7.0  
 Median :299.0   Median : 87.0   Median :    8.0   Median :   37.0  
 Mean   :290.7   Mean   : 86.8   Mean   :  118.5   Mean   :  231.9  
 3rd Qu.:330.0   3rd Qu.: 87.0   3rd Qu.:   24.0   3rd Qu.:  206.0  
 Max.   :540.0   Max.   :102.0   Max.   :10286.0   Max.   :11623.0  
 NA's   :65706   NA's   :65706   NA's   :352271    NA's   :552913   
       P_emaildomain          R_emaildomain          C1         
 gmail.com    :228355   gmail.com    : 57147   Min.   :   0.00  
 yahoo.com    :100934   hotmail.com  : 27509   1st Qu.:   1.00  
 hotmail.com  : 45250   anonymous.com: 20529   Median :   1.00  
 anonymous.com: 36998   yahoo.com    : 11842   Mean   :  14.09  
 aol.com      : 28289   aol.com      :  3701   3rd Qu.:   3.00  
 (Other)      : 56258   (Other)      : 16563   Max.   :4685.00  
 NA's         : 94456   NA's         :453249                    
       C2                C3                  C4          
 Min.   :   0.00   Min.   : 0.000000   Min.   :   0.000  
 1st Qu.:   1.00   1st Qu.: 0.000000   1st Qu.:   0.000  
 Median :   1.00   Median : 0.000000   Median :   0.000  
 Mean   :  15.27   Mean   : 0.005644   Mean   :   4.092  
 3rd Qu.:   3.00   3rd Qu.: 0.000000   3rd Qu.:   0.000  
 Max.   :5691.00   Max.   :26.000000   Max.   :2253.000  
                                                         
       C5                C6                 C7          
 Min.   :  0.000   Min.   :   0.000   Min.   :   0.000  
 1st Qu.:  0.000   1st Qu.:   1.000   1st Qu.:   0.000  
 Median :  0.000   Median :   1.000   Median :   0.000  
 Mean   :  5.572   Mean   :   9.071   Mean   :   2.849  
 3rd Qu.:  1.000   3rd Qu.:   2.000   3rd Qu.:   0.000  
 Max.   :349.000   Max.   :2253.000   Max.   :2255.000  
                                                        
       C8                 C9              C10               C11         
 Min.   :   0.000   Min.   :  0.00   Min.   :   0.00   Min.   :   0.00  
 1st Qu.:   0.000   1st Qu.:  0.00   1st Qu.:   0.00   1st Qu.:   1.00  
 Median :   0.000   Median :  1.00   Median :   0.00   Median :   1.00  
 Mean   :   5.145   Mean   :  4.48   Mean   :   5.24   Mean   :  10.24  
 3rd Qu.:   0.000   3rd Qu.:  2.00   3rd Qu.:   0.00   3rd Qu.:   2.00  
 Max.   :3331.000   Max.   :210.00   Max.   :3257.00   Max.   :3188.00  
                                                                        
      C12                C13               C14                 D1        
 Min.   :   0.000   Min.   :   0.00   Min.   :   0.000   Min.   :  0.00  
 1st Qu.:   0.000   1st Qu.:   1.00   1st Qu.:   1.000   1st Qu.:  0.00  
 Median :   0.000   Median :   3.00   Median :   1.000   Median :  3.00  
 Mean   :   4.076   Mean   :  32.54   Mean   :   8.295   Mean   : 94.35  
 3rd Qu.:   0.000   3rd Qu.:  12.00   3rd Qu.:   2.000   3rd Qu.:122.00  
 Max.   :3188.000   Max.   :2918.00   Max.   :1429.000   Max.   :640.00  
                                                         NA's   :1269    
       D2               D3               D4               D5        
 Min.   :  0.0    Min.   :  0.00   Min.   :-122     Min.   :  0.00  
 1st Qu.: 26.0    1st Qu.:  1.00   1st Qu.:   0     1st Qu.:  1.00  
 Median : 97.0    Median :  8.00   Median :  26     Median : 10.00  
 Mean   :169.6    Mean   : 28.34   Mean   : 140     Mean   : 42.34  
 3rd Qu.:276.0    3rd Qu.: 27.00   3rd Qu.: 253     3rd Qu.: 32.00  
 Max.   :640.0    Max.   :819.00   Max.   : 869     Max.   :819.00  
 NA's   :280797   NA's   :262878   NA's   :168922   NA's   :309841  
       D6               D7               D8               D9        
 Min.   :-83.0    Min.   :  0.0    Min.   :   0.0   Min.   :0.0     
 1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.:   1.0   1st Qu.:0.2     
 Median :  0.0    Median :  0.0    Median :  37.9   Median :0.7     
 Mean   : 69.8    Mean   : 41.6    Mean   : 146.1   Mean   :0.6     
 3rd Qu.: 40.0    3rd Qu.: 17.0    3rd Qu.: 188.0   3rd Qu.:0.8     
 Max.   :873.0    Max.   :843.0    Max.   :1707.8   Max.   :1.0     
 NA's   :517353   NA's   :551623   NA's   :515614   NA's   :515614  
      D10             D11              D12              D13        
 Min.   :  0     Min.   :-53.0    Min.   :-83      Min.   :  0.0   
 1st Qu.:  0     1st Qu.:  0.0    1st Qu.:  0      1st Qu.:  0.0   
 Median : 15     Median : 43.0    Median :  0      Median :  0.0   
 Mean   :124     Mean   :146.6    Mean   : 54      Mean   : 17.9   
 3rd Qu.:197     3rd Qu.:274.0    3rd Qu.: 13      3rd Qu.:  0.0   
 Max.   :876     Max.   :670.0    Max.   :648      Max.   :847.0   
 NA's   :76022   NA's   :279287   NA's   :525823   NA's   :528588  
      D14              D15            M1              M2         
 Min.   :-193.0   Min.   :-83.0   Mode :logical   Mode :logical  
 1st Qu.:   0.0   1st Qu.:  0.0   FALSE:25        FALSE:33972    
 Median :   0.0   Median : 52.0   TRUE :319415    TRUE :285468   
 Mean   :  57.7   Mean   :163.7   NA's :271100    NA's :271100   
 3rd Qu.:   2.0   3rd Qu.:314.0                                  
 Max.   : 878.0   Max.   :879.0                                  
 NA's   :528353   NA's   :89113                                  
     M3             M4             M5              M6         
 Mode :logical   M0  :196405   Mode :logical   Mode :logical  
 FALSE:67709     M1  : 52826   FALSE:132491    FALSE:227856   
 TRUE :251731    M2  : 59865   TRUE :107567    TRUE :193324   
 NA's :271100    NA's:281444   NA's :350482    NA's :169360   
                                                              
                                                              
                                                              
     M7              M8              M9                V1        
 Mode :logical   Mode :logical   Mode :logical   Min.   :0       
 FALSE:211374    FALSE:155251    FALSE:38632     1st Qu.:1       
 TRUE :32901     TRUE :89037     TRUE :205656    Median :1       
 NA's :346265    NA's :346252    NA's :346252    Mean   :1       
                                                 3rd Qu.:1       
                                                 Max.   :1       
                                                 NA's   :279287  
       V2               V3               V4               V5        
 Min.   :0.00     Min.   :0.00     Min.   :0.00     Min.   :0.00    
 1st Qu.:1.00     1st Qu.:1.00     1st Qu.:1.00     1st Qu.:1.00    
 Median :1.00     Median :1.00     Median :1.00     Median :1.00    
 Mean   :1.05     Mean   :1.08     Mean   :0.85     Mean   :0.88    
 3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.:1.00    
 Max.   :8.00     Max.   :9.00     Max.   :6.00     Max.   :6.00    
 NA's   :279287   NA's   :279287   NA's   :279287   NA's   :279287  
       V6               V7               V8               V9        
 Min.   :0.00     Min.   :0.00     Min.   :0.00     Min.   :0.00    
 1st Qu.:1.00     1st Qu.:1.00     1st Qu.:1.00     1st Qu.:1.00    
 Median :1.00     Median :1.00     Median :1.00     Median :1.00    
 Mean   :1.05     Mean   :1.07     Mean   :1.03     Mean   :1.04    
 3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.:1.00    
 Max.   :9.00     Max.   :9.00     Max.   :8.00     Max.   :8.00    
 NA's   :279287   NA's   :279287   NA's   :279287   NA's   :279287  
      V10              V11              V12             V13       
 Min.   :0.00     Min.   :0.00     Min.   :0.00    Min.   :0.0    
 1st Qu.:0.00     1st Qu.:0.00     1st Qu.:0.00    1st Qu.:0.0    
 Median :0.00     Median :0.00     Median :1.00    Median :1.0    
 Mean   :0.46     Mean   :0.48     Mean   :0.56    Mean   :0.6    
 3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.:1.00    3rd Qu.:1.0    
 Max.   :4.00     Max.   :5.00     Max.   :3.00    Max.   :6.0    
 NA's   :279287   NA's   :279287   NA's   :76073   NA's   :76073  
      V14             V15             V16             V17       
 Min.   :0       Min.   :0.00    Min.   : 0.00   Min.   : 0.00  
 1st Qu.:1       1st Qu.:0.00    1st Qu.: 0.00   1st Qu.: 0.00  
 Median :1       Median :0.00    Median : 0.00   Median : 0.00  
 Mean   :1       Mean   :0.12    Mean   : 0.12   Mean   : 0.13  
 3rd Qu.:1       3rd Qu.:0.00    3rd Qu.: 0.00   3rd Qu.: 0.00  
 Max.   :1       Max.   :7.00    Max.   :15.00   Max.   :15.00  
 NA's   :76073   NA's   :76073   NA's   :76073   NA's   :76073  
      V18             V19             V20             V21       
 Min.   : 0.00   Min.   :0.00    Min.   : 0.00   Min.   :0.00   
 1st Qu.: 0.00   1st Qu.:1.00    1st Qu.: 1.00   1st Qu.:0.00   
 Median : 0.00   Median :1.00    Median : 1.00   Median :0.00   
 Mean   : 0.14   Mean   :0.82    Mean   : 0.85   Mean   :0.13   
 3rd Qu.: 0.00   3rd Qu.:1.00    3rd Qu.: 1.00   3rd Qu.:0.00   
 Max.   :15.00   Max.   :7.00    Max.   :15.00   Max.   :5.00   
 NA's   :76073   NA's   :76073   NA's   :76073   NA's   :76073  
      V22             V23             V24             V25       
 Min.   :0.00    Min.   : 0.00   Min.   : 0.00   Min.   :0.00   
 1st Qu.:0.00    1st Qu.: 1.00   1st Qu.: 1.00   1st Qu.:1.00   
 Median :0.00    Median : 1.00   Median : 1.00   Median :1.00   
 Mean   :0.13    Mean   : 1.03   Mean   : 1.06   Mean   :0.98   
 3rd Qu.:0.00    3rd Qu.: 1.00   3rd Qu.: 1.00   3rd Qu.:1.00   
 Max.   :8.00    Max.   :13.00   Max.   :13.00   Max.   :7.00   
 NA's   :76073   NA's   :76073   NA's   :76073   NA's   :76073  
      V26             V27             V28             V29       
 Min.   : 0.00   Min.   :0       Min.   :0       Min.   :0.00   
 1st Qu.: 1.00   1st Qu.:0       1st Qu.:0       1st Qu.:0.00   
 Median : 1.00   Median :0       Median :0       Median :0.00   
 Mean   : 0.99   Mean   :0       Mean   :0       Mean   :0.39   
 3rd Qu.: 1.00   3rd Qu.:0       3rd Qu.:0       3rd Qu.:1.00   
 Max.   :13.00   Max.   :4       Max.   :4       Max.   :5.00   
 NA's   :76073   NA's   :76073   NA's   :76073   NA's   :76073  
      V30             V31             V32             V33       
 Min.   :0.00    Min.   :0.00    Min.   : 0.00   Min.   :0.00   
 1st Qu.:0.00    1st Qu.:0.00    1st Qu.: 0.00   1st Qu.:0.00   
 Median :0.00    Median :0.00    Median : 0.00   Median :0.00   
 Mean   :0.41    Mean   :0.14    Mean   : 0.14   Mean   :0.13   
 3rd Qu.:1.00    3rd Qu.:0.00    3rd Qu.: 0.00   3rd Qu.:0.00   
 Max.   :9.00    Max.   :7.00    Max.   :15.00   Max.   :7.00   
 NA's   :76073   NA's   :76073   NA's   :76073   NA's   :76073  
      V34             V35              V36              V37        
 Min.   : 0.00   Min.   :0.00     Min.   :0.00     Min.   : 0.00   
 1st Qu.: 0.00   1st Qu.:0.00     1st Qu.:0.00     1st Qu.: 1.00   
 Median : 0.00   Median :1.00     Median :1.00     Median : 1.00   
 Mean   : 0.14   Mean   :0.54     Mean   :0.58     Mean   : 1.11   
 3rd Qu.: 0.00   3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.: 1.00   
 Max.   :13.00   Max.   :3.00     Max.   :5.00     Max.   :54.00   
 NA's   :76073   NA's   :168969   NA's   :168969   NA's   :168969  
      V38              V39              V40              V41        
 Min.   : 0.00    Min.   : 0.00    Min.   : 0.00    Min.   :0       
 1st Qu.: 1.00    1st Qu.: 0.00    1st Qu.: 0.00    1st Qu.:1       
 Median : 1.00    Median : 0.00    Median : 0.00    Median :1       
 Mean   : 1.16    Mean   : 0.17    Mean   : 0.18    Mean   :1       
 3rd Qu.: 1.00    3rd Qu.: 0.00    3rd Qu.: 0.00    3rd Qu.:1       
 Max.   :54.00    Max.   :15.00    Max.   :24.00    Max.   :1       
 NA's   :168969   NA's   :168969   NA's   :168969   NA's   :168969  
      V42              V43              V44              V45        
 Min.   :0.00     Min.   :0.00     Min.   : 0.00    Min.   : 0.00   
 1st Qu.:0.00     1st Qu.:0.00     1st Qu.: 1.00    1st Qu.: 1.00   
 Median :0.00     Median :0.00     Median : 1.00    Median : 1.00   
 Mean   :0.16     Mean   :0.17     Mean   : 1.08    Mean   : 1.12   
 3rd Qu.:0.00     3rd Qu.:0.00     3rd Qu.: 1.00    3rd Qu.: 1.00   
 Max.   :8.00     Max.   :8.00     Max.   :48.00    Max.   :48.00   
 NA's   :168969   NA's   :168969   NA's   :168969   NA's   :168969  
      V46              V47              V48              V49        
 Min.   :0.00     Min.   : 0.00    Min.   :0.00     Min.   :0.0     
 1st Qu.:1.00     1st Qu.: 1.00    1st Qu.:0.00     1st Qu.:0.0     
 Median :1.00     Median : 1.00    Median :0.00     Median :0.0     
 Mean   :1.02     Mean   : 1.04    Mean   :0.38     Mean   :0.4     
 3rd Qu.:1.00     3rd Qu.: 1.00    3rd Qu.:1.00     3rd Qu.:1.0     
 Max.   :6.00     Max.   :12.00    Max.   :5.00     Max.   :5.0     
 NA's   :168969   NA's   :168969   NA's   :168969   NA's   :168969  
      V50              V51              V52              V53       
 Min.   :0.00     Min.   :0.00     Min.   : 0.00    Min.   :0.00   
 1st Qu.:0.00     1st Qu.:0.00     1st Qu.: 0.00    1st Qu.:0.00   
 Median :0.00     Median :0.00     Median : 0.00    Median :1.00   
 Mean   :0.16     Mean   :0.17     Mean   : 0.18    Mean   :0.58   
 3rd Qu.:0.00     3rd Qu.:0.00     3rd Qu.: 0.00    3rd Qu.:1.00   
 Max.   :5.00     Max.   :6.00     Max.   :12.00    Max.   :5.00   
 NA's   :168969   NA's   :168969   NA's   :168969   NA's   :77096  
      V54             V55             V56             V57       
 Min.   :0.00    Min.   : 0.00   Min.   : 0.00   Min.   :0.00   
 1st Qu.:0.00    1st Qu.: 1.00   1st Qu.: 1.00   1st Qu.:0.00   
 Median :1.00    Median : 1.00   Median : 1.00   Median :0.00   
 Mean   :0.62    Mean   : 1.07   Mean   : 1.12   Mean   :0.13   
 3rd Qu.:1.00    3rd Qu.: 1.00   3rd Qu.: 1.00   3rd Qu.:0.00   
 Max.   :6.00    Max.   :17.00   Max.   :51.00   Max.   :6.00   
 NA's   :77096   NA's   :77096   NA's   :77096   NA's   :77096  
      V58             V59             V60             V61       
 Min.   : 0.00   Min.   : 0.00   Min.   : 0.00   Min.   :0.00   
 1st Qu.: 0.00   1st Qu.: 0.00   1st Qu.: 0.00   1st Qu.:1.00   
 Median : 0.00   Median : 0.00   Median : 0.00   Median :1.00   
 Mean   : 0.13   Mean   : 0.13   Mean   : 0.14   Mean   :0.83   
 3rd Qu.: 0.00   3rd Qu.: 0.00   3rd Qu.: 0.00   3rd Qu.:1.00   
 Max.   :10.00   Max.   :16.00   Max.   :16.00   Max.   :6.00   
 NA's   :77096   NA's   :77096   NA's   :77096   NA's   :77096  
      V62             V63             V64             V65       
 Min.   : 0.00   Min.   :0.00    Min.   :0.00    Min.   :0      
 1st Qu.: 1.00   1st Qu.:0.00    1st Qu.:0.00    1st Qu.:1      
 Median : 1.00   Median :0.00    Median :0.00    Median :1      
 Mean   : 0.87   Mean   :0.13    Mean   :0.14    Mean   :1      
 3rd Qu.: 1.00   3rd Qu.:0.00    3rd Qu.:0.00    3rd Qu.:1      
 Max.   :10.00   Max.   :7.00    Max.   :7.00    Max.   :1      
 NA's   :77096   NA's   :77096   NA's   :77096   NA's   :77096  
      V66             V67             V68             V69       
 Min.   :0.00    Min.   :0       Min.   :0       Min.   :0.00   
 1st Qu.:1.00    1st Qu.:1       1st Qu.:0       1st Qu.:0.00   
 Median :1.00    Median :1       Median :0       Median :0.00   
 Mean   :0.98    Mean   :1       Mean   :0       Mean   :0.39   
 3rd Qu.:1.00    3rd Qu.:1       3rd Qu.:0       3rd Qu.:1.00   
 Max.   :7.00    Max.   :8       Max.   :2       Max.   :5.00   
 NA's   :77096   NA's   :77096   NA's   :77096   NA's   :77096  
      V70             V71             V72             V73       
 Min.   :0.00    Min.   :0.00    Min.   : 0.00   Min.   :0.00   
 1st Qu.:0.00    1st Qu.:0.00    1st Qu.: 0.00   1st Qu.:0.00   
 Median :0.00    Median :0.00    Median : 0.00   Median :0.00   
 Mean   :0.41    Mean   :0.14    Mean   : 0.15   Mean   :0.14   
 3rd Qu.:1.00    3rd Qu.:0.00    3rd Qu.: 0.00   3rd Qu.:0.00   
 Max.   :6.00    Max.   :6.00    Max.   :10.00   Max.   :7.00   
 NA's   :77096   NA's   :77096   NA's   :77096   NA's   :77096  
      V74             V75             V76             V77       
 Min.   :0.00    Min.   :0.00    Min.   :0.00    Min.   : 0.00  
 1st Qu.:0.00    1st Qu.:0.00    1st Qu.:0.00    1st Qu.: 1.00  
 Median :0.00    Median :1.00    Median :1.00    Median : 1.00  
 Mean   :0.15    Mean   :0.54    Mean   :0.59    Mean   : 1.09  
 3rd Qu.:0.00    3rd Qu.:1.00    3rd Qu.:1.00    3rd Qu.: 1.00  
 Max.   :8.00    Max.   :4.00    Max.   :6.00    Max.   :30.00  
 NA's   :77096   NA's   :89164   NA's   :89164   NA's   :89164  
      V78             V79             V80             V81       
 Min.   : 0.00   Min.   :0.00    Min.   : 0.00   Min.   : 0.00  
 1st Qu.: 1.00   1st Qu.:0.00    1st Qu.: 0.00   1st Qu.: 0.00  
 Median : 1.00   Median :0.00    Median : 0.00   Median : 0.00  
 Mean   : 1.14   Mean   :0.14    Mean   : 0.14   Mean   : 0.15  
 3rd Qu.: 1.00   3rd Qu.:0.00    3rd Qu.: 0.00   3rd Qu.: 0.00  
 Max.   :31.00   Max.   :7.00    Max.   :19.00   Max.   :19.00  
 NA's   :89164   NA's   :89164   NA's   :89164   NA's   :89164  
      V82             V83             V84             V85       
 Min.   :0.00    Min.   :0.00    Min.   :0.00    Min.   :0.00   
 1st Qu.:1.00    1st Qu.:1.00    1st Qu.:0.00    1st Qu.:0.00   
 Median :1.00    Median :1.00    Median :0.00    Median :0.00   
 Mean   :0.84    Mean   :0.88    Mean   :0.14    Mean   :0.15   
 3rd Qu.:1.00    3rd Qu.:1.00    3rd Qu.:0.00    3rd Qu.:0.00   
 Max.   :7.00    Max.   :7.00    Max.   :7.00    Max.   :7.00   
 NA's   :89164   NA's   :89164   NA's   :89164   NA's   :89164  
      V86             V87             V88             V89       
 Min.   : 0.00   Min.   : 0.0    Min.   :0       Min.   :0      
 1st Qu.: 1.00   1st Qu.: 1.0    1st Qu.:1       1st Qu.:0      
 Median : 1.00   Median : 1.0    Median :1       Median :0      
 Mean   : 1.06   Mean   : 1.1    Mean   :1       Mean   :0      
 3rd Qu.: 1.00   3rd Qu.: 1.0    3rd Qu.:1       3rd Qu.:0      
 Max.   :30.00   Max.   :30.0    Max.   :1       Max.   :2      
 NA's   :89164   NA's   :89164   NA's   :89164   NA's   :89164  
      V90             V91             V92             V93       
 Min.   :0.0     Min.   :0.00    Min.   :0.00    Min.   :0.00   
 1st Qu.:0.0     1st Qu.:0.00    1st Qu.:0.00    1st Qu.:0.00   
 Median :0.0     Median :0.00    Median :0.00    Median :0.00   
 Mean   :0.4     Mean   :0.42    Mean   :0.15    Mean   :0.15   
 3rd Qu.:1.0     3rd Qu.:1.00    3rd Qu.:0.00    3rd Qu.:0.00   
 Max.   :5.0     Max.   :6.00    Max.   :7.00    Max.   :7.00   
 NA's   :89164   NA's   :89164   NA's   :89164   NA's   :89164  
      V94             V95               V96                V97         
 Min.   :0.00    Min.   :  0.000   Min.   :   0.000   Min.   :  0.000  
 1st Qu.:0.00    1st Qu.:  0.000   1st Qu.:   0.000   1st Qu.:  0.000  
 Median :0.00    Median :  0.000   Median :   0.000   Median :  0.000  
 Mean   :0.14    Mean   :  1.038   Mean   :   3.005   Mean   :  1.719  
 3rd Qu.:0.00    3rd Qu.:  0.000   3rd Qu.:   1.000   3rd Qu.:  0.000  
 Max.   :2.00    Max.   :880.000   Max.   :1410.000   Max.   :976.000  
 NA's   :89164   NA's   :314       NA's   :314        NA's   :314      
      V98                V99              V100              V101         
 Min.   : 0.00000   Min.   : 0.000   Min.   : 0.0000   Min.   :  0.0000  
 1st Qu.: 0.00000   1st Qu.: 0.000   1st Qu.: 0.0000   1st Qu.:  0.0000  
 Median : 0.00000   Median : 0.000   Median : 0.0000   Median :  0.0000  
 Mean   : 0.06198   Mean   : 0.895   Mean   : 0.2735   Mean   :  0.8892  
 3rd Qu.: 0.00000   3rd Qu.: 1.000   3rd Qu.: 0.0000   3rd Qu.:  0.0000  
 Max.   :12.00000   Max.   :88.000   Max.   :28.0000   Max.   :869.0000  
 NA's   :314        NA's   :314      NA's   :314       NA's   :314       
      V102               V103              V104               V105        
 Min.   :   0.000   Min.   :  0.000   Min.   : 0.00000   Min.   : 0.0000  
 1st Qu.:   0.000   1st Qu.:  0.000   1st Qu.: 0.00000   1st Qu.: 0.0000  
 Median :   0.000   Median :  0.000   Median : 0.00000   Median : 0.0000  
 Mean   :   1.827   Mean   :  1.279   Mean   : 0.08543   Mean   : 0.2811  
 3rd Qu.:   0.000   3rd Qu.:  0.000   3rd Qu.: 0.00000   3rd Qu.: 0.0000  
 Max.   :1285.000   Max.   :928.000   Max.   :15.00000   Max.   :99.0000  
 NA's   :314        NA's   :314       NA's   :314        NA's   :314      
      V106              V107             V108            V109      
 Min.   : 0.0000   Min.   :0.0000   Min.   :0.000   Min.   :0.000  
 1st Qu.: 0.0000   1st Qu.:1.0000   1st Qu.:1.000   1st Qu.:1.000  
 Median : 0.0000   Median :1.0000   Median :1.000   Median :1.000  
 Mean   : 0.1646   Mean   :0.9996   Mean   :1.005   Mean   :1.015  
 3rd Qu.: 0.0000   3rd Qu.:1.0000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :55.0000   Max.   :1.0000   Max.   :7.000   Max.   :7.000  
 NA's   :314       NA's   :314      NA's   :314     NA's   :314    
      V110            V111            V112            V113      
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
 Median :1.000   Median :1.000   Median :1.000   Median :1.000  
 Mean   :1.008   Mean   :1.003   Mean   :1.005   Mean   :1.003  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :7.000   Max.   :9.000   Max.   :9.000   Max.   :9.000  
 NA's   :314     NA's   :314     NA's   :314     NA's   :314    
      V114            V115            V116            V117    
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0    
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1    
 Median :1.000   Median :1.000   Median :1.000   Median :1    
 Mean   :1.009   Mean   :1.032   Mean   :1.016   Mean   :1    
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1    
 Max.   :6.000   Max.   :6.000   Max.   :6.000   Max.   :3    
 NA's   :314     NA's   :314     NA's   :314     NA's   :314  
      V118            V119            V120            V121      
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
 Median :1.000   Median :1.000   Median :1.000   Median :1.000  
 Mean   :1.001   Mean   :1.001   Mean   :1.001   Mean   :1.004  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :3.000   Max.   :3.000   Max.   :3.000   Max.   :3.000  
 NA's   :314     NA's   :314     NA's   :314     NA's   :314    
      V122            V123             V124             V125      
 Min.   :0.000   Min.   : 0.000   Min.   : 0.000   Min.   : 0.00  
 1st Qu.:1.000   1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.: 1.00  
 Median :1.000   Median : 1.000   Median : 1.000   Median : 1.00  
 Mean   :1.002   Mean   : 1.031   Mean   : 1.093   Mean   : 1.05  
 3rd Qu.:1.000   3rd Qu.: 1.000   3rd Qu.: 1.000   3rd Qu.: 1.00  
 Max.   :3.000   Max.   :13.000   Max.   :13.000   Max.   :13.00  
 NA's   :314     NA's   :314      NA's   :314      NA's   :314    
      V126             V127               V128               V129         
 Min.   :     0   Min.   :     0.0   Min.   :     0.0   Min.   :    0.00  
 1st Qu.:     0   1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:    0.00  
 Median :     0   Median :     0.0   Median :     0.0   Median :    0.00  
 Mean   :   130   Mean   :   336.6   Mean   :   204.1   Mean   :    8.77  
 3rd Qu.:     0   3rd Qu.:   108.0   3rd Qu.:     0.0   3rd Qu.:    0.00  
 Max.   :160000   Max.   :160000.0   Max.   :160000.0   Max.   :55125.00  
 NA's   :314      NA's   :314        NA's   :314        NA's   :314       
      V130               V131               V132        
 Min.   :    0.00   Min.   :    0.00   Min.   :    0.0  
 1st Qu.:    0.00   1st Qu.:    0.00   1st Qu.:    0.0  
 Median :    0.00   Median :    0.00   Median :    0.0  
 Mean   :   92.17   Mean   :   31.13   Mean   :  103.5  
 3rd Qu.:   59.00   3rd Qu.:    0.00   3rd Qu.:    0.0  
 Max.   :55125.00   Max.   :55125.00   Max.   :93736.0  
 NA's   :314        NA's   :314        NA's   :314      
      V133               V134            V135               V136         
 Min.   :     0.0   Min.   :    0   Min.   :    0.00   Min.   :    0.00  
 1st Qu.:     0.0   1st Qu.:    0   1st Qu.:    0.00   1st Qu.:    0.00  
 Median :     0.0   Median :    0   Median :    0.00   Median :    0.00  
 Mean   :   204.9   Mean   :  146   Mean   :   17.25   Mean   :   38.82  
 3rd Qu.:     0.0   3rd Qu.:    0   3rd Qu.:    0.00   3rd Qu.:    0.00  
 Max.   :133915.0   Max.   :98476   Max.   :90750.00   Max.   :90750.00  
 NA's   :314        NA's   :314     NA's   :314        NA's   :314       
      V137               V138             V139             V140       
 Min.   :    0.00   Min.   : 0       Min.   : 0.0     Min.   : 0.0    
 1st Qu.:    0.00   1st Qu.: 0       1st Qu.: 0.0     1st Qu.: 0.0    
 Median :    0.00   Median : 0       Median : 1.0     Median : 1.0    
 Mean   :   26.37   Mean   : 0       Mean   : 1.1     Mean   : 1.1    
 3rd Qu.:    0.00   3rd Qu.: 0       3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :90750.00   Max.   :22       Max.   :33.0     Max.   :33.0    
 NA's   :314        NA's   :508595   NA's   :508595   NA's   :508595  
      V141             V142             V143             V144       
 Min.   :0        Min.   :0        Min.   :  0.0    Min.   : 0.0    
 1st Qu.:0        1st Qu.:0        1st Qu.:  0.0    1st Qu.: 0.0    
 Median :0        Median :0        Median :  0.0    Median : 0.0    
 Mean   :0        Mean   :0        Mean   :  8.4    Mean   : 3.7    
 3rd Qu.:0        3rd Qu.:0        3rd Qu.:  0.0    3rd Qu.: 0.0    
 Max.   :5        Max.   :9        Max.   :869.0    Max.   :62.0    
 NA's   :508595   NA's   :508595   NA's   :508589   NA's   :508589  
      V145             V146             V147             V148       
 Min.   :  0.0    Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median :  0.0    Median : 0.0     Median : 0.0     Median : 1.0    
 Mean   : 22.1    Mean   : 0.2     Mean   : 0.2     Mean   : 0.8    
 3rd Qu.:  1.0    3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 1.0    
 Max.   :297.0    Max.   :24.0     Max.   :26.0     Max.   :20.0    
 NA's   :508589   NA's   :508595   NA's   :508595   NA's   :508595  
      V149             V150             V151             V152       
 Min.   : 0.0     Min.   :   1.0   Min.   : 1.0     Min.   : 1.0    
 1st Qu.: 0.0     1st Qu.:   1.0   1st Qu.: 1.0     1st Qu.: 1.0    
 Median : 1.0     Median :   1.0   Median : 1.0     Median : 1.0    
 Mean   : 0.8     Mean   : 277.6   Mean   : 6.5     Mean   : 9.4    
 3rd Qu.: 1.0     3rd Qu.:   1.0   3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :20.0     Max.   :3389.0   Max.   :57.0     Max.   :69.0    
 NA's   :508595   NA's   :508589   NA's   :508589   NA's   :508589  
      V153             V154             V155             V156       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median : 1.0     Median : 1.0     Median : 1.0     Median : 1.0    
 Mean   : 0.8     Mean   : 0.8     Mean   : 0.8     Mean   : 0.8    
 3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :18.0     Max.   :18.0     Max.   :24.0     Max.   :24.0    
 NA's   :508595   NA's   :508595   NA's   :508595   NA's   :508595  
      V157             V158             V159             V160       
 Min.   : 0.0     Min.   : 0.0     Min.   :    0    Min.   :     0  
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.:    0    1st Qu.:     0  
 Median : 1.0     Median : 1.0     Median :    0    Median :     0  
 Mean   : 0.8     Mean   : 0.8     Mean   : 2719    Mean   : 47453  
 3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.:    0    3rd Qu.:     0  
 Max.   :24.0     Max.   :24.0     Max.   :55125    Max.   :641511  
 NA's   :508595   NA's   :508595   NA's   :508589   NA's   :508589  
      V161             V162             V163             V164        
 Min.   :   0.0   Min.   :   0.0   Min.   :   0.0   Min.   :    0.0  
 1st Qu.:   0.0   1st Qu.:   0.0   1st Qu.:   0.0   1st Qu.:    0.0  
 Median :   0.0   Median :   0.0   Median :   0.0   Median :    0.0  
 Mean   :   4.8   Mean   :   6.6   Mean   :   5.5   Mean   :  877.9  
 3rd Qu.:   0.0   3rd Qu.:   0.0   3rd Qu.:   0.0   3rd Qu.:    0.0  
 Max.   :3300.0   Max.   :3300.0   Max.   :3300.0   Max.   :93736.0  
 NA's   :508595   NA's   :508595   NA's   :508595   NA's   :508589   
      V165             V166               V167             V168       
 Min.   :    0    Min.   :     0.0   Min.   :  0.0    Min.   :  0.0   
 1st Qu.:    0    1st Qu.:     0.0   1st Qu.:  0.0    1st Qu.:  0.0   
 Median :    0    Median :     0.0   Median :  0.0    Median :  0.0   
 Mean   : 2240    Mean   :   359.5   Mean   :  3.9    Mean   :  5.9   
 3rd Qu.:    0    3rd Qu.:     0.0   3rd Qu.:  0.0    3rd Qu.:  1.0   
 Max.   :98476    Max.   :104060.0   Max.   :872.0    Max.   :964.0   
 NA's   :508589   NA's   :508589     NA's   :450909   NA's   :450909  
      V169             V170             V171             V172       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.: 0.0    
 Median : 0.0     Median : 1.0     Median : 1.0     Median : 0.0    
 Mean   : 0.2     Mean   : 1.4     Mean   : 1.7     Mean   : 0.1    
 3rd Qu.: 0.0     3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 0.0    
 Max.   :19.0     Max.   :48.0     Max.   :61.0     Max.   :31.0    
 NA's   :450721   NA's   :450721   NA's   :450721   NA's   :450909  
      V173             V174             V175             V176       
 Min.   :0.0      Min.   :0.0      Min.   : 0.0     Min.   : 0.0    
 1st Qu.:0.0      1st Qu.:0.0      1st Qu.: 0.0     1st Qu.: 1.0    
 Median :0.0      Median :0.0      Median : 0.0     Median : 1.0    
 Mean   :0.1      Mean   :0.1      Mean   : 0.2     Mean   : 1.4    
 3rd Qu.:0.0      3rd Qu.:0.0      3rd Qu.: 0.0     3rd Qu.: 1.0    
 Max.   :7.0      Max.   :8.0      Max.   :14.0     Max.   :48.0    
 NA's   :450909   NA's   :450721   NA's   :450721   NA's   :450909  
      V177             V178             V179             V180       
 Min.   :  0.0    Min.   :   0.0   Min.   :  0.0    Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.:   0.0   1st Qu.:  0.0    1st Qu.: 0.0    
 Median :  0.0    Median :   0.0   Median :  0.0    Median : 0.0    
 Mean   :  3.5    Mean   :   6.6   Mean   :  4.9    Mean   : 0.9    
 3rd Qu.:  0.0    3rd Qu.:   0.0   3rd Qu.:  0.0    3rd Qu.: 0.0    
 Max.   :861.0    Max.   :1235.0   Max.   :920.0    Max.   :83.0    
 NA's   :450909   NA's   :450909   NA's   :450909   NA's   :450721  
      V181             V182             V183             V184       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median : 0.0     Median : 0.0     Median : 0.0     Median : 0.0    
 Mean   : 0.3     Mean   : 0.9     Mean   : 0.5     Mean   : 0.1    
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0    
 Max.   :24.0     Max.   :83.0     Max.   :41.0     Max.   :16.0    
 NA's   :450909   NA's   :450909   NA's   :450909   NA's   :450721  
      V185             V186             V187             V188       
 Min.   : 0.0     Min.   : 0.0     Min.   :  0.0    Min.   : 0      
 1st Qu.: 0.0     1st Qu.: 1.0     1st Qu.:  1.0    1st Qu.: 1      
 Median : 0.0     Median : 1.0     Median :  1.0    Median : 1      
 Mean   : 0.2     Mean   : 1.1     Mean   :  1.8    Mean   : 1      
 3rd Qu.: 0.0     3rd Qu.: 1.0     3rd Qu.:  1.0    3rd Qu.: 1      
 Max.   :31.0     Max.   :38.0     Max.   :218.0    Max.   :30      
 NA's   :450721   NA's   :450909   NA's   :450909   NA's   :450721  
      V189             V190             V191             V192       
 Min.   : 0       Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.: 1.0    
 Median : 1       Median : 1.0     Median : 1.0     Median : 1.0    
 Mean   : 1       Mean   : 1.2     Mean   : 1.1     Mean   : 1.2    
 3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :30       Max.   :42.0     Max.   :21.0     Max.   :44.0    
 NA's   :450721   NA's   :450909   NA's   :450909   NA's   :450909  
      V193             V194             V195             V196       
 Min.   : 0.0     Min.   :0.0      Min.   : 0       Min.   : 0.0    
 1st Qu.: 1.0     1st Qu.:1.0      1st Qu.: 1       1st Qu.: 1.0    
 Median : 1.0     Median :1.0      Median : 1       Median : 1.0    
 Mean   : 1.1     Mean   :0.9      Mean   : 1       Mean   : 1.1    
 3rd Qu.: 1.0     3rd Qu.:1.0      3rd Qu.: 1       3rd Qu.: 1.0    
 Max.   :37.0     Max.   :7.0      Max.   :16       Max.   :38.0    
 NA's   :450909   NA's   :450721   NA's   :450721   NA's   :450909  
      V197             V198             V199             V200       
 Min.   : 0.0     Min.   : 0       Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 1.0     1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1.0    
 Median : 1.0     Median : 1       Median : 1.0     Median : 1.0    
 Mean   : 0.9     Mean   : 1       Mean   : 1.3     Mean   : 1.1    
 3rd Qu.: 1.0     3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :14.0     Max.   :21       Max.   :45.0     Max.   :45.0    
 NA's   :450721   NA's   :450721   NA's   :450909   NA's   :450721  
      V201             V202               V203               V204       
 Min.   : 0.0     Min.   :     0.0   Min.   :     0.0   Min.   :     0  
 1st Qu.: 1.0     1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0  
 Median : 1.0     Median :     0.0   Median :     0.0   Median :     0  
 Mean   : 1.2     Mean   :   444.1   Mean   :  1078.3   Mean   :   687  
 3rd Qu.: 1.0     3rd Qu.:     0.0   3rd Qu.:    30.9   3rd Qu.:    20  
 Max.   :55.0     Max.   :104060.0   Max.   :139777.0   Max.   :104060  
 NA's   :450721   NA's   :450909     NA's   :450909     NA's   :450909  
      V205              V206              V207              V208       
 Min.   :    0.0   Min.   :    0.0   Min.   :    0.0   Min.   :   0.0  
 1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:   0.0  
 Median :    0.0   Median :    0.0   Median :    0.0   Median :   0.0  
 Mean   :   18.1   Mean   :    6.2   Mean   :   72.3   Mean   :   8.9  
 3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:   0.0  
 Max.   :55125.0   Max.   :55125.0   Max.   :55125.0   Max.   :3300.0  
 NA's   :450909    NA's   :450909    NA's   :450909    NA's   :450721  
      V209             V210             V211              V212       
 Min.   :   0     Min.   :   0.0   Min.   :    0.0   Min.   :     0  
 1st Qu.:   0     1st Qu.:   0.0   1st Qu.:    0.0   1st Qu.:     0  
 Median :   0     Median :   0.0   Median :    0.0   Median :     0  
 Mean   :  35     Mean   :  14.4   Mean   :  385.1   Mean   :   766  
 3rd Qu.:   0     3rd Qu.:   0.0   3rd Qu.:    0.0   3rd Qu.:     0  
 Max.   :8050     Max.   :3300.0   Max.   :92888.0   Max.   :129006  
 NA's   :450721   NA's   :450721   NA's   :450909    NA's   :450909  
      V213              V214               V215         
 Min.   :    0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:    0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :    0.0   Median :     0.0   Median :     0.0  
 Mean   :  536.3   Mean   :    38.4   Mean   :   133.2  
 3rd Qu.:    0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :97628.0   Max.   :104060.0   Max.   :104060.0  
 NA's   :450909    NA's   :450909     NA's   :450909    
      V216               V217             V218             V219       
 Min.   :     0.0   Min.   :  0.0    Min.   :  0.0    Min.   :  0.0   
 1st Qu.:     0.0   1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.:  0.0   
 Median :     0.0   Median :  0.0    Median :  0.0    Median :  0.0   
 Mean   :    71.1   Mean   :  1.1    Mean   :  1.7    Mean   :  1.4   
 3rd Qu.:     0.0   3rd Qu.:  0.0    3rd Qu.:  1.0    3rd Qu.:  1.0   
 Max.   :104060.0   Max.   :303.0    Max.   :400.0    Max.   :378.0   
 NA's   :450909     NA's   :460110   NA's   :460110   NA's   :460110  
      V220             V221             V222             V223       
 Min.   : 0.0     Min.   :  0.0    Min.   :  0.0    Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.:  1.0    1st Qu.:  1.0    1st Qu.: 0.0    
 Median : 0.0     Median :  1.0    Median :  1.0    Median : 0.0    
 Mean   : 0.2     Mean   :  1.3    Mean   :  1.4    Mean   : 0.1    
 3rd Qu.: 0.0     3rd Qu.:  1.0    3rd Qu.:  1.0    3rd Qu.: 0.0    
 Max.   :25.0     Max.   :384.0    Max.   :384.0    Max.   :16.0    
 NA's   :449124   NA's   :449124   NA's   :449124   NA's   :460110  
      V224             V225             V226             V227       
 Min.   :  0.0    Min.   : 0.0     Min.   :  0.0    Min.   :  0.0   
 1st Qu.:  0.0    1st Qu.: 0.0     1st Qu.:  0.0    1st Qu.:  0.0   
 Median :  0.0    Median : 0.0     Median :  0.0    Median :  0.0   
 Mean   :  0.4    Mean   : 0.2     Mean   :  0.2    Mean   :  0.1   
 3rd Qu.:  0.0    3rd Qu.: 0.0     3rd Qu.:  0.0    3rd Qu.:  0.0   
 Max.   :144.0    Max.   :51.0     Max.   :242.0    Max.   :360.0   
 NA's   :460110   NA's   :460110   NA's   :460110   NA's   :449124  
      V228             V229             V230             V231       
 Min.   : 0.0     Min.   :  0.0    Min.   : 0.0     Min.   :  0.0   
 1st Qu.: 1.0     1st Qu.:  1.0    1st Qu.: 1.0     1st Qu.:  0.0   
 Median : 1.0     Median :  1.0    Median : 1.0     Median :  0.0   
 Mean   : 1.4     Mean   :  1.6    Mean   : 1.5     Mean   :  0.8   
 3rd Qu.: 1.0     3rd Qu.:  1.0    3rd Qu.: 1.0     3rd Qu.:  0.0   
 Max.   :54.0     Max.   :176.0    Max.   :65.0     Max.   :293.0   
 NA's   :460110   NA's   :460110   NA's   :460110   NA's   :460110  
      V232             V233             V234             V235       
 Min.   :  0      Min.   :  0.0    Min.   :  0.0    Min.   : 0.0    
 1st Qu.:  0      1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.: 0.0    
 Median :  0      Median :  0.0    Median :  0.0    Median : 0.0    
 Mean   :  1      Mean   :  0.9    Mean   :  2.1    Mean   : 0.2    
 3rd Qu.:  0      3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.: 0.0    
 Max.   :337      Max.   :332.0    Max.   :121.0    Max.   :23.0    
 NA's   :460110   NA's   :460110   NA's   :449124   NA's   :460110  
      V236             V237             V238             V239       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median : 0.0     Median : 0.0     Median : 0.0     Median : 0.0    
 Mean   : 0.3     Mean   : 0.3     Mean   : 0.1     Mean   : 0.1    
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0    
 Max.   :45.0     Max.   :39.0     Max.   :23.0     Max.   :23.0    
 NA's   :460110   NA's   :460110   NA's   :449124   NA's   :449124  
      V240             V241             V242             V243       
 Min.   :0        Min.   :0        Min.   : 0.0     Min.   : 0.0    
 1st Qu.:1        1st Qu.:1        1st Qu.: 1.0     1st Qu.: 1.0    
 Median :1        Median :1        Median : 1.0     Median : 1.0    
 Mean   :1        Mean   :1        Mean   : 1.1     Mean   : 1.2    
 3rd Qu.:1        3rd Qu.:1        3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :7        Max.   :5        Max.   :20.0     Max.   :57.0    
 NA's   :460110   NA's   :460110   NA's   :460110   NA's   :460110  
      V244             V245             V246             V247       
 Min.   : 0.0     Min.   :  0.0    Min.   : 0.0     Min.   : 0      
 1st Qu.: 1.0     1st Qu.:  1.0    1st Qu.: 1.0     1st Qu.: 1      
 Median : 1.0     Median :  1.0    Median : 1.0     Median : 1      
 Mean   : 1.1     Mean   :  0.9    Mean   : 1.2     Mean   : 1      
 3rd Qu.: 1.0     3rd Qu.:  1.0    3rd Qu.: 1.0     3rd Qu.: 1      
 Max.   :22.0     Max.   :262.0    Max.   :45.0     Max.   :18      
 NA's   :460110   NA's   :449124   NA's   :460110   NA's   :460110  
      V248             V249             V250             V251       
 Min.   : 0.0     Min.   : 0       Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 1.0     1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1.0    
 Median : 1.0     Median : 1       Median : 1.0     Median : 1.0    
 Mean   : 1.1     Mean   : 1       Mean   : 0.8     Mean   : 0.8    
 3rd Qu.: 1.0     3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :36.0     Max.   :22       Max.   :18.0     Max.   :18.0    
 NA's   :460110   NA's   :460110   NA's   :449124   NA's   :449124  
      V252             V253             V254             V255       
 Min.   : 0       Min.   :  0.0    Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 1       1st Qu.:  1.0    1st Qu.: 1.0     1st Qu.: 1.0    
 Median : 1       Median :  1.0    Median : 1.0     Median : 1.0    
 Mean   : 1       Mean   :  1.2    Mean   : 1.1     Mean   : 0.8    
 3rd Qu.: 1       3rd Qu.:  1.0    3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :24       Max.   :163.0    Max.   :60.0     Max.   :87.0    
 NA's   :460110   NA's   :460110   NA's   :460110   NA's   :449124  
      V256             V257             V258             V259       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   :  0     
 1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.:  1     
 Median : 1.0     Median : 1.0     Median : 1.0     Median :  1     
 Mean   : 0.8     Mean   : 1.3     Mean   : 1.3     Mean   :  1     
 3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.:  1     
 Max.   :87.0     Max.   :48.0     Max.   :66.0     Max.   :285     
 NA's   :449124   NA's   :460110   NA's   :460110   NA's   :449124  
      V260             V261             V262             V263         
 Min.   :0        Min.   : 0.0     Min.   : 0       Min.   :     0.0  
 1st Qu.:1        1st Qu.: 1.0     1st Qu.: 1       1st Qu.:     0.0  
 Median :1        Median : 1.0     Median : 1       Median :     0.0  
 Mean   :1        Mean   : 1.1     Mean   : 1       Mean   :   117.4  
 3rd Qu.:1        3rd Qu.: 1.0     3rd Qu.: 1       3rd Qu.:     0.0  
 Max.   :8        Max.   :49.0     Max.   :20       Max.   :153600.0  
 NA's   :460110   NA's   :460110   NA's   :460110   NA's   :460110    
      V264               V265               V266              V267        
 Min.   :     0.0   Min.   :     0.0   Min.   :    0.0   Min.   :    0.0  
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:    0.0   1st Qu.:    0.0  
 Median :     0.0   Median :     0.0   Median :    0.0   Median :    0.0  
 Mean   :   201.7   Mean   :   153.5   Mean   :    9.2   Mean   :   36.5  
 3rd Qu.:    33.6   3rd Qu.:    20.9   3rd Qu.:    0.0   3rd Qu.:    0.0  
 Max.   :153600.0   Max.   :153600.0   Max.   :55125.0   Max.   :55125.0  
 NA's   :460110     NA's   :460110     NA's   :460110    NA's   :460110   
      V268              V269             V270             V271       
 Min.   :    0.0   Min.   :    0    Min.   :   0.0   Min.   :   0.0  
 1st Qu.:    0.0   1st Qu.:    0    1st Qu.:   0.0   1st Qu.:   0.0  
 Median :    0.0   Median :    0    Median :   0.0   Median :   0.0  
 Mean   :   18.8   Mean   :    6    Mean   :   7.7   Mean   :   9.4  
 3rd Qu.:    0.0   3rd Qu.:    0    3rd Qu.:   0.0   3rd Qu.:   0.0  
 Max.   :55125.0   Max.   :55125    Max.   :4000.0   Max.   :4000.0  
 NA's   :460110    NA's   :460110   NA's   :449124   NA's   :449124  
      V272             V273              V274              V275        
 Min.   :   0.0   Min.   :    0.0   Min.   :    0.0   Min.   :    0.0  
 1st Qu.:   0.0   1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:    0.0  
 Median :   0.0   Median :    0.0   Median :    0.0   Median :    0.0  
 Mean   :   8.5   Mean   :   73.8   Mean   :  107.2   Mean   :   88.9  
 3rd Qu.:   0.0   3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:    0.0  
 Max.   :4000.0   Max.   :51200.0   Max.   :66000.0   Max.   :51200.0  
 NA's   :449124   NA's   :460110    NA's   :460110    NA's   :460110   
      V276               V277             V278               V279        
 Min.   :     0.0   Min.   :     0   Min.   :     0.0   Min.   :  0.000  
 1st Qu.:     0.0   1st Qu.:     0   1st Qu.:     0.0   1st Qu.:  0.000  
 Median :     0.0   Median :     0   Median :     0.0   Median :  0.000  
 Mean   :    31.8   Mean   :    52   Mean   :    42.3   Mean   :  1.123  
 3rd Qu.:     0.0   3rd Qu.:     0   3rd Qu.:     0.0   3rd Qu.:  0.000  
 Max.   :104060.0   Max.   :104060   Max.   :104060.0   Max.   :880.000  
 NA's   :460110     NA's   :460110   NA's   :460110     NA's   :12       
      V280              V281              V282              V283        
 Min.   :  0.000   Min.   : 0.0000   Min.   : 0.0000   Min.   : 0.0000  
 1st Qu.:  0.000   1st Qu.: 0.0000   1st Qu.: 0.0000   1st Qu.: 0.0000  
 Median :  0.000   Median : 0.0000   Median : 1.0000   Median : 1.0000  
 Mean   :  1.967   Mean   : 0.0878   Mean   : 0.8172   Mean   : 0.9911  
 3rd Qu.:  1.000   3rd Qu.: 0.0000   3rd Qu.: 1.0000   3rd Qu.: 1.0000  
 Max.   :975.000   Max.   :22.0000   Max.   :32.0000   Max.   :68.0000  
 NA's   :12        NA's   :1269      NA's   :1269      NA's   :1269     
      V284               V285             V286              V287        
 Min.   : 0.00000   Min.   : 0.000   Min.   :0.00000   Min.   : 0.0000  
 1st Qu.: 0.00000   1st Qu.: 0.000   1st Qu.:0.00000   1st Qu.: 0.0000  
 Median : 0.00000   Median : 0.000   Median :0.00000   Median : 0.0000  
 Mean   : 0.08854   Mean   : 1.168   Mean   :0.03149   Mean   : 0.3586  
 3rd Qu.: 0.00000   3rd Qu.: 1.000   3rd Qu.:0.00000   3rd Qu.: 0.0000  
 Max.   :12.00000   Max.   :95.000   Max.   :8.00000   Max.   :31.0000  
 NA's   :12         NA's   :12       NA's   :12        NA's   :12       
      V288              V289             V290             V291        
 Min.   : 0.0000   Min.   : 0.000   Min.   : 1.000   Min.   :   1.00  
 1st Qu.: 0.0000   1st Qu.: 0.000   1st Qu.: 1.000   1st Qu.:   1.00  
 Median : 0.0000   Median : 0.000   Median : 1.000   Median :   1.00  
 Mean   : 0.1843   Mean   : 0.236   Mean   : 1.103   Mean   :   1.66  
 3rd Qu.: 0.0000   3rd Qu.: 0.000   3rd Qu.: 1.000   3rd Qu.:   1.00  
 Max.   :10.0000   Max.   :12.000   Max.   :67.000   Max.   :1055.00  
 NA's   :1269      NA's   :1269     NA's   :12       NA's   :12       
      V292             V293               V294               V295        
 Min.   :  1.00   Min.   :  0.0000   Min.   :   0.000   Min.   :  0.000  
 1st Qu.:  1.00   1st Qu.:  0.0000   1st Qu.:   0.000   1st Qu.:  0.000  
 Median :  1.00   Median :  0.0000   Median :   0.000   Median :  0.000  
 Mean   :  1.24   Mean   :  0.9426   Mean   :   2.314   Mean   :  1.433  
 3rd Qu.:  1.00   3rd Qu.:  0.0000   3rd Qu.:   0.000   3rd Qu.:  0.000  
 Max.   :323.00   Max.   :869.0000   Max.   :1286.000   Max.   :928.000  
 NA's   :12       NA's   :12         NA's   :12         NA's   :12       
      V296              V297               V298              V299        
 Min.   : 0.0000   Min.   : 0.00000   Min.   : 0.0000   Min.   : 0.0000  
 1st Qu.: 0.0000   1st Qu.: 0.00000   1st Qu.: 0.0000   1st Qu.: 0.0000  
 Median : 0.0000   Median : 0.00000   Median : 0.0000   Median : 0.0000  
 Mean   : 0.3289   Mean   : 0.08903   Mean   : 0.2988   Mean   : 0.1716  
 3rd Qu.: 0.0000   3rd Qu.: 0.00000   3rd Qu.: 0.0000   3rd Qu.: 0.0000  
 Max.   :93.0000   Max.   :12.00000   Max.   :93.0000   Max.   :49.0000  
 NA's   :1269      NA's   :12         NA's   :12        NA's   :12       
      V300              V301             V302              V303        
 Min.   : 0.0000   Min.   : 0.000   Min.   : 0.0000   Min.   : 0.0000  
 1st Qu.: 0.0000   1st Qu.: 0.000   1st Qu.: 0.0000   1st Qu.: 0.0000  
 Median : 0.0000   Median : 0.000   Median : 0.0000   Median : 0.0000  
 Mean   : 0.0455   Mean   : 0.052   Mean   : 0.2518   Mean   : 0.2831  
 3rd Qu.: 0.0000   3rd Qu.: 0.000   3rd Qu.: 0.0000   3rd Qu.: 0.0000  
 Max.   :11.0000   Max.   :13.000   Max.   :16.0000   Max.   :20.0000  
 NA's   :1269      NA's   :1269     NA's   :12        NA's   :12       
      V304              V305         V306               V307         
 Min.   : 0.0000   Min.   :1    Min.   :     0.0   Min.   :     0.0  
 1st Qu.: 0.0000   1st Qu.:1    1st Qu.:     0.0   1st Qu.:     0.0  
 Median : 0.0000   Median :1    Median :     0.0   Median :     0.0  
 Mean   : 0.2642   Mean   :1    Mean   :   139.8   Mean   :   408.7  
 3rd Qu.: 0.0000   3rd Qu.:1    3rd Qu.:     0.0   3rd Qu.:   151.4  
 Max.   :16.0000   Max.   :2    Max.   :108800.0   Max.   :145765.0  
 NA's   :12        NA's   :12   NA's   :12         NA's   :12        
      V308                V309            V310              V311        
 Min.   :     0.00   Min.   :    0   Min.   :    0.0   Min.   :    0.0  
 1st Qu.:     0.00   1st Qu.:    0   1st Qu.:    0.0   1st Qu.:    0.0  
 Median :     0.00   Median :    0   Median :    0.0   Median :    0.0  
 Mean   :   230.41   Mean   :   11   Mean   :  118.2   Mean   :    4.2  
 3rd Qu.:    35.97   3rd Qu.:    0   3rd Qu.:  108.0   3rd Qu.:    0.0  
 Max.   :108800.00   Max.   :55125   Max.   :55125.0   Max.   :55125.0  
 NA's   :12          NA's   :12      NA's   :12        NA's   :12       
      V312               V313              V314              V315        
 Min.   :    0.00   Min.   :   0.00   Min.   :   0.00   Min.   :   0.00  
 1st Qu.:    0.00   1st Qu.:   0.00   1st Qu.:   0.00   1st Qu.:   0.00  
 Median :    0.00   Median :   0.00   Median :   0.00   Median :   0.00  
 Mean   :   39.17   Mean   :  21.35   Mean   :  43.32   Mean   :  26.81  
 3rd Qu.:    0.00   3rd Qu.:   0.00   3rd Qu.:   0.00   3rd Qu.:   0.00  
 Max.   :55125.00   Max.   :4817.47   Max.   :7519.87   Max.   :4817.47  
 NA's   :12         NA's   :1269      NA's   :1269      NA's   :1269     
      V316              V317               V318        
 Min.   :    0.0   Min.   :     0.0   Min.   :    0.0  
 1st Qu.:    0.0   1st Qu.:     0.0   1st Qu.:    0.0  
 Median :    0.0   Median :     0.0   Median :    0.0  
 Mean   :  109.8   Mean   :   247.6   Mean   :  162.2  
 3rd Qu.:    0.0   3rd Qu.:     0.0   3rd Qu.:    0.0  
 Max.   :93736.0   Max.   :134021.0   Max.   :98476.0  
 NA's   :12        NA's   :12         NA's   :12       
      V319                V320                V321          
 Min.   :     0.00   Min.   :     0.00   Min.   :     0.00  
 1st Qu.:     0.00   1st Qu.:     0.00   1st Qu.:     0.00  
 Median :     0.00   Median :     0.00   Median :     0.00  
 Mean   :    18.37   Mean   :    42.07   Mean   :    28.33  
 3rd Qu.:     0.00   3rd Qu.:     0.00   3rd Qu.:     0.00  
 Max.   :104060.00   Max.   :104060.00   Max.   :104060.00  
 NA's   :12          NA's   :12          NA's   :12         
      V322             V323             V324             V325       
 Min.   :  0.0    Min.   :   0.0   Min.   :  0.0    Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.:   0.0   1st Qu.:  0.0    1st Qu.: 0.0    
 Median :  0.0    Median :   0.0   Median :  0.0    Median : 0.0    
 Mean   :  6.2    Mean   :  13.1   Mean   :  9.2    Mean   : 0.1    
 3rd Qu.:  0.0    3rd Qu.:   1.0   3rd Qu.:  0.0    3rd Qu.: 0.0    
 Max.   :880.0    Max.   :1411.0   Max.   :976.0    Max.   :12.0    
 NA's   :508189   NA's   :508189   NA's   :508189   NA's   :508189  
      V326             V327             V328             V329       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median : 0.0     Median : 0.0     Median : 0.0     Median : 0.0    
 Mean   : 0.9     Mean   : 0.3     Mean   : 0.3     Mean   : 1.3    
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0    
 Max.   :44.0     Max.   :18.0     Max.   :15.0     Max.   :99.0    
 NA's   :508189   NA's   :508189   NA's   :508189   NA's   :508189  
      V330             V331               V332             V333       
 Min.   : 0.0     Min.   :     0.0   Min.   :     0   Min.   :     0  
 1st Qu.: 0.0     1st Qu.:     0.0   1st Qu.:     0   1st Qu.:     0  
 Median : 0.0     Median :     0.0   Median :     0   Median :     0  
 Mean   : 0.8     Mean   :   721.7   Mean   :  1376   Mean   :  1015  
 3rd Qu.: 0.0     3rd Qu.:     0.0   3rd Qu.:    25   3rd Qu.:     0  
 Max.   :55.0     Max.   :160000.0   Max.   :160000   Max.   :160000  
 NA's   :508189   NA's   :508189     NA's   :508189   NA's   :508189  
      V334              V335              V336              V337         
 Min.   :    0.0   Min.   :    0.0   Min.   :    0.0   Min.   :     0.0  
 1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:     0.0  
 Median :    0.0   Median :    0.0   Median :    0.0   Median :     0.0  
 Mean   :    9.8   Mean   :   59.2   Mean   :   28.5   Mean   :    55.4  
 3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:     0.0  
 Max.   :55125.0   Max.   :55125.0   Max.   :55125.0   Max.   :104060.0  
 NA's   :508189    NA's   :508189    NA's   :508189    NA's   :508189    
      V338               V339         
 Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0  
 Mean   :   151.2   Mean   :   100.7  
 3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :104060.0   Max.   :104060.0  
 NA's   :508189     NA's   :508189    


test_t

str(test_t)
'data.frame':   506691 obs. of  393 variables:
 $ TransactionID : int  3663549 3663550 3663551 3663552 3663553 3663554 3663555 3663556 3663557 3663558 ...
 $ TransactionDT : int  18403224 18403263 18403310 18403310 18403317 18403323 18403350 18403387 18403405 18403416 ...
 $ TransactionAmt: num  31.9 49 171 284.9 68 ...
 $ ProductCD     : Factor w/ 5 levels "C","H","R","S",..: 5 5 5 5 5 5 5 5 5 5 ...
 $ card1         : int  10409 4272 4476 10989 18018 12839 16560 15066 2803 12544 ...
 $ card2         : num  111 111 574 360 452 321 476 170 100 321 ...
 $ card3         : num  150 150 150 150 150 150 150 150 150 150 ...
 $ card4         : Factor w/ 4 levels "american express",..: 4 4 4 4 3 4 4 3 4 4 ...
 $ card5         : num  226 226 226 166 117 226 126 102 226 226 ...
 $ card6         : Factor w/ 3 levels "charge card",..: 3 3 3 3 3 3 3 2 3 3 ...
 $ addr1         : num  170 299 472 205 264 512 110 194 494 476 ...
 $ addr2         : num  87 87 87 87 87 87 87 87 87 87 ...
 $ dist1         : num  1 4 2635 17 6 ...
 $ dist2         : num  NA NA NA NA NA NA NA NA NA NA ...
 $ P_emaildomain : Factor w/ 60 levels "aim.com","anonymous.com",..: 17 3 20 17 17 17 17 17 17 NA ...
 $ R_emaildomain : Factor w/ 60 levels "aim.com","anonymous.com",..: NA NA NA NA NA NA NA NA NA NA ...
 $ C1            : num  6 3 2 5 6 5 1 3 152 2 ...
 $ C2            : num  6 2 2 2 6 5 1 1 148 2 ...
 $ C3            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C4            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C5            : num  3 0 0 1 2 2 0 0 135 0 ...
 $ C6            : num  4 1 5 1 5 3 1 1 95 1 ...
 $ C7            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C8            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C9            : num  6 2 4 2 5 2 1 3 77 2 ...
 $ C10           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C11           : num  5 1 2 2 6 4 1 1 122 2 ...
 $ C12           : num  1 1 0 0 0 0 0 1 0 1 ...
 $ C13           : num  115 12 22 7 14 10 2 11 407 8 ...
 $ C14           : num  6 2 2 4 6 4 1 1 108 2 ...
 $ D1            : num  419 149 137 42 22 36 NA NA 128 69 ...
 $ D2            : num  419 149 137 42 22 36 NA NA 128 69 ...
 $ D3            : num  27 7 10 41 0 35 0 NA 13 35 ...
 $ D4            : num  398 634 97 242 22 0 0 126 644 NA ...
 $ D5            : num  27 7 10 41 0 NA NA 4 13 NA ...
 $ D6            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D7            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D8            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D9            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D10           : num  418 231 136 242 22 0 0 126 106 68 ...
 $ D11           : num  203 634 136 242 22 0 0 126 631 68 ...
 $ D12           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D13           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D14           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D15           : num  409 634 97 242 22 0 0 126 673 43 ...
 $ M1            : logi  TRUE TRUE TRUE TRUE TRUE TRUE ...
 $ M2            : logi  TRUE FALSE TRUE TRUE TRUE TRUE ...
 $ M3            : logi  FALSE FALSE FALSE TRUE TRUE TRUE ...
 $ M4            : Factor w/ 3 levels "M0","M1","M2": NA 1 1 NA NA NA 2 1 NA 2 ...
 $ M5            : logi  NA NA FALSE NA NA NA ...
 $ M6            : logi  FALSE FALSE FALSE TRUE FALSE TRUE ...
 $ M7            : logi  TRUE NA FALSE NA FALSE FALSE ...
 $ M8            : logi  TRUE NA FALSE NA TRUE FALSE ...
 $ M9            : logi  TRUE NA FALSE NA TRUE TRUE ...
 $ V1            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V2            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V3            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V4            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V5            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V6            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V7            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V8            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V9            : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V10           : num  1 0 0 1 1 1 0 0 1 0 ...
 $ V11           : num  1 0 0 1 1 1 0 0 1 0 ...
 $ V12           : num  0 1 1 1 1 1 1 1 1 1 ...
 $ V13           : num  0 1 1 1 1 1 1 1 1 1 ...
 $ V14           : num  1 1 1 1 1 1 1 1 1 1 ...
 $ V15           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V16           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V17           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V18           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V19           : num  0 1 1 1 1 1 1 1 1 1 ...
 $ V20           : num  0 1 1 1 1 1 1 1 1 1 ...
 $ V21           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V22           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V23           : num  1 1 2 1 1 1 1 1 1 1 ...
 $ V24           : num  1 1 2 1 1 1 1 1 1 1 ...
 $ V25           : num  0 1 1 1 1 1 1 1 1 1 ...
 $ V26           : num  0 1 1 1 1 1 1 1 1 1 ...
 $ V27           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V28           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V29           : num  0 0 0 1 1 1 0 0 2 0 ...
 $ V30           : num  0 0 0 1 1 1 0 0 2 0 ...
 $ V31           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V32           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V33           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ V34           : num  0 0 0 0 0 0 0 1 0 0 ...
 $ V35           : num  1 1 1 2 1 1 1 1 0 NA ...
 $ V36           : num  1 1 1 2 1 1 1 1 0 NA ...
 $ V37           : num  1 1 1 2 1 1 1 1 1 NA ...
 $ V38           : num  1 1 1 2 1 1 1 1 1 NA ...
 $ V39           : num  0 0 0 0 0 0 0 0 0 NA ...
 $ V40           : num  0 0 0 0 0 0 0 0 0 NA ...
 $ V41           : num  1 1 1 1 1 1 1 1 1 NA ...
 $ V42           : num  0 0 0 0 0 0 0 0 0 NA ...
 $ V43           : num  0 0 0 0 0 0 0 0 0 NA ...
 $ V44           : num  1 1 1 2 1 1 1 1 1 NA ...
 $ V45           : num  1 1 1 2 1 1 1 1 1 NA ...
  [list output truncated]
summary(test_t)
 TransactionID     TransactionDT      TransactionAmt      ProductCD 
 Min.   :3663549   Min.   :18403224   Min.   :    0.018   C: 69266  
 1st Qu.:3790222   1st Qu.:22771540   1st Qu.:   40.000   H: 29373  
 Median :3916894   Median :27204658   Median :   67.950   R: 35647  
 Mean   :3916894   Mean   :26929937   Mean   :  134.726   S: 11418  
 3rd Qu.:4043566   3rd Qu.:31348560   3rd Qu.:  125.000   W:360987  
 Max.   :4170239   Max.   :34214345   Max.   :10270.000             
                                                                    
     card1           card2           card3                    card4       
 Min.   : 1001   Min.   :100.0   Min.   :100.0   american express:  7681  
 1st Qu.: 6019   1st Qu.:207.0   1st Qu.:150.0   discover        :  2873  
 Median : 9803   Median :369.0   Median :150.0   mastercard      :158169  
 Mean   : 9957   Mean   :363.7   Mean   :153.5   visa            :334882  
 3rd Qu.:14276   3rd Qu.:512.0   3rd Qu.:150.0   NA's            :  3086  
 Max.   :18397   Max.   :600.0   Max.   :232.0                            
                 NA's   :8654    NA's   :3002                             
     card5               card6            addr1           addr2       
 Min.   :100.0   charge card:     1   Min.   :100.0   Min.   : 10.00  
 1st Qu.:166.0   credit     :118662   1st Qu.:204.0   1st Qu.: 87.00  
 Median :226.0   debit      :385021   Median :299.0   Median : 87.00  
 Mean   :200.2   NA's       :  3007   Mean   :291.9   Mean   : 86.72  
 3rd Qu.:226.0                        3rd Qu.:330.0   3rd Qu.: 87.00  
 Max.   :237.0                        Max.   :540.0   Max.   :102.00  
 NA's   :4547                         NA's   :65609   NA's   :65609   
     dist1             dist2              P_emaildomain   
 Min.   :   0.00   Min.   :   0.0   gmail.com    :207448  
 1st Qu.:   3.00   1st Qu.:   7.0   yahoo.com    : 81850  
 Median :   8.00   Median :  44.0   hotmail.com  : 40399  
 Mean   :  87.07   Mean   : 237.2   anonymous.com: 34064  
 3rd Qu.:  20.00   3rd Qu.: 196.0   aol.com      : 24048  
 Max.   :8081.00   Max.   :9213.0   (Other)      : 49690  
 NA's   :291217    NA's   :470255   NA's         : 69192  
       R_emaildomain          C1                C2         
 gmail.com    : 61738   Min.   :   0.00   Min.   :   0.00  
 hotmail.com  : 25657   1st Qu.:   1.00   1st Qu.:   1.00  
 anonymous.com: 19115   Median :   1.00   Median :   1.00  
 yahoo.com    :  9563   Mean   :  10.09   Mean   :  10.71  
 aol.com      :  3538   3rd Qu.:   3.00   3rd Qu.:   3.00  
 (Other)      : 16259   Max.   :2950.00   Max.   :3275.00  
 NA's         :370821   NA's   :3         NA's   :3        
       C3                C4                 C5                C6          
 Min.   : 0.0000   Min.   :   0.000   Min.   :  0.000   Min.   :   0.000  
 1st Qu.: 0.0000   1st Qu.:   0.000   1st Qu.:  0.000   1st Qu.:   1.000  
 Median : 0.0000   Median :   0.000   Median :  0.000   Median :   1.000  
 Mean   : 0.0274   Mean   :   2.386   Mean   :  4.963   Mean   :   6.855  
 3rd Qu.: 0.0000   3rd Qu.:   1.000   3rd Qu.:  1.000   3rd Qu.:   2.000  
 Max.   :31.0000   Max.   :1601.000   Max.   :376.000   Max.   :1601.000  
 NA's   :3         NA's   :3          NA's   :3         NA's   :3         
       C7                 C8                 C9               C10        
 Min.   :   0.000   Min.   :   0.000   Min.   :  0.000   Min.   :  0.00  
 1st Qu.:   0.000   1st Qu.:   0.000   1st Qu.:  0.000   1st Qu.:  0.00  
 Median :   0.000   Median :   0.000   Median :  1.000   Median :  0.00  
 Mean   :   1.678   Mean   :   1.894   Mean   :  4.612   Mean   :  1.81  
 3rd Qu.:   0.000   3rd Qu.:   1.000   3rd Qu.:  2.000   3rd Qu.:  1.00  
 Max.   :1621.000   Max.   :1005.000   Max.   :572.000   Max.   :881.00  
 NA's   :3          NA's   :3          NA's   :3         NA's   :3       
      C11                C12               C13               C14         
 Min.   :   0.000   Min.   :   0.00   Min.   :   0.00   Min.   :  0.000  
 1st Qu.:   1.000   1st Qu.:   0.00   1st Qu.:   1.00   1st Qu.:  1.000  
 Median :   1.000   Median :   0.00   Median :   3.00   Median :  1.000  
 Mean   :   7.485   Mean   :   2.65   Mean   :  27.82   Mean   :  6.084  
 3rd Qu.:   2.000   3rd Qu.:   1.00   3rd Qu.:  13.00   3rd Qu.:  2.000  
 Max.   :2234.000   Max.   :2234.00   Max.   :1562.00   Max.   :797.000  
 NA's   :3          NA's   :3         NA's   :4748      NA's   :3        
       D1              D2               D3                D4        
 Min.   :  0.0   Min.   :  0.0    Min.   :   0.00   Min.   :   0.0  
 1st Qu.:  0.0   1st Qu.: 26.0    1st Qu.:   1.00   1st Qu.:   0.0  
 Median :  5.0   Median :112.0    Median :   7.00   Median :  21.0  
 Mean   :108.2   Mean   :188.7    Mean   :  33.39   Mean   : 175.1  
 3rd Qu.:148.0   3rd Qu.:305.0    3rd Qu.:  28.00   3rd Qu.: 290.0  
 Max.   :641.0   Max.   :641.0    Max.   :1076.00   Max.   :1091.0  
 NA's   :6031    NA's   :234769   NA's   :203142    NA's   :76851   
       D5                D6               D7               D8        
 Min.   :   0.00   Min.   :   0.0   Min.   :   0.0   Min.   :   0.0  
 1st Qu.:   0.00   1st Qu.:   0.0   1st Qu.:   0.0   1st Qu.:   1.1  
 Median :   8.00   Median :   0.0   Median :   0.0   Median :  37.7  
 Mean   :  50.98   Mean   :  82.4   Mean   :  61.8   Mean   : 160.8  
 3rd Qu.:  34.00   3rd Qu.:  13.0   3rd Qu.:  18.0   3rd Qu.: 221.1  
 Max.   :1088.00   Max.   :1091.0   Max.   :1088.0   Max.   :2029.6  
 NA's   :224375    NA's   :381908   NA's   :446558   NA's   :432353  
       D9              D10              D11              D12        
 Min.   :0.0      Min.   :   0.0   Min.   :  0.0    Min.   :  0.0   
 1st Qu.:0.2      1st Qu.:   0.0   1st Qu.:  0.0    1st Qu.:  0.0   
 Median :0.7      Median :  10.0   Median :102.0    Median :  0.0   
 Mean   :0.6      Mean   : 159.8   Mean   :218.4    Mean   : 77.4   
 3rd Qu.:0.8      3rd Qu.: 250.0   3rd Qu.:401.0    3rd Qu.: 25.0   
 Max.   :1.0      Max.   :1091.0   Max.   :883.0    Max.   :879.0   
 NA's   :432353   NA's   :12545    NA's   :176518   NA's   :437437  
      D13              D14              D15             M1         
 Min.   :   0.0   Min.   :   0.0   Min.   :   0.0   Mode :logical  
 1st Qu.:   0.0   1st Qu.:   0.0   1st Qu.:   0.0   FALSE:31       
 Median :   0.0   Median :   0.0   Median :  48.0   TRUE :330021   
 Mean   :  18.2   Mean   :  58.2   Mean   : 206.9   NA's :176639   
 3rd Qu.:   0.0   3rd Qu.:   0.0   3rd Qu.: 370.0                  
 Max.   :1066.0   Max.   :1085.0   Max.   :1091.0                  
 NA's   :383307   NA's   :391497   NA's   :12069                   
     M2              M3             M4             M5         
 Mode :logical   Mode :logical   M0  :161384   Mode :logical  
 FALSE:27197     FALSE:63539     M1  : 44480   FALSE:107664   
 TRUE :302855    TRUE :266513    M2  : 63082   TRUE :89395    
 NA's :176639    NA's :176639    NA's:237745   NA's :309632   
                                                              
                                                              
                                                              
     M6              M7              M8              M9         
 Mode :logical   Mode :logical   Mode :logical   Mode :logical  
 FALSE:191577    FALSE:233230    FALSE:168399    FALSE:35408    
 TRUE :156175    TRUE :38443     TRUE :103288    TRUE :236279   
 NA's :158939    NA's :235018    NA's :235004    NA's :235004   
                                                                
                                                                
                                                                
       V1               V2               V3               V4        
 Min.   :0        Min.   : 0.00    Min.   : 0.00    Min.   : 0.00   
 1st Qu.:1        1st Qu.: 1.00    1st Qu.: 1.00    1st Qu.: 1.00   
 Median :1        Median : 1.00    Median : 1.00    Median : 1.00   
 Mean   :1        Mean   : 1.05    Mean   : 1.09    Mean   : 0.85   
 3rd Qu.:1        3rd Qu.: 1.00    3rd Qu.: 1.00    3rd Qu.: 1.00   
 Max.   :1        Max.   :11.00    Max.   :11.00    Max.   :10.00   
 NA's   :176518   NA's   :176518   NA's   :176518   NA's   :176518  
       V5               V6               V7               V8        
 Min.   : 0.00    Min.   : 0.00    Min.   : 0.00    Min.   : 0.00   
 1st Qu.: 1.00    1st Qu.: 1.00    1st Qu.: 1.00    1st Qu.: 1.00   
 Median : 1.00    Median : 1.00    Median : 1.00    Median : 1.00   
 Mean   : 0.88    Mean   : 1.05    Mean   : 1.08    Mean   : 1.02   
 3rd Qu.: 1.00    3rd Qu.: 1.00    3rd Qu.: 1.00    3rd Qu.: 1.00   
 Max.   :10.00    Max.   :13.00    Max.   :13.00    Max.   :11.00   
 NA's   :176518   NA's   :176518   NA's   :176518   NA's   :176518  
       V9              V10              V11              V12       
 Min.   : 0.00    Min.   :0.00     Min.   :0.00     Min.   :0.00   
 1st Qu.: 1.00    1st Qu.:0.00     1st Qu.:0.00     1st Qu.:0.00   
 Median : 1.00    Median :0.00     Median :0.00     Median :1.00   
 Mean   : 1.04    Mean   :0.46     Mean   :0.47     Mean   :0.57   
 3rd Qu.: 1.00    3rd Qu.:1.00     3rd Qu.:1.00     3rd Qu.:1.00   
 Max.   :11.00    Max.   :5.00     Max.   :7.00     Max.   :4.00   
 NA's   :176518   NA's   :176518   NA's   :176518   NA's   :12589  
      V13             V14             V15              V16        
 Min.   :0.0     Min.   :0       Min.   : 0.000   Min.   : 0.000  
 1st Qu.:0.0     1st Qu.:1       1st Qu.: 0.000   1st Qu.: 0.000  
 Median :1.0     Median :1       Median : 0.000   Median : 0.000  
 Mean   :0.6     Mean   :1       Mean   : 0.141   Mean   : 0.142  
 3rd Qu.:1.0     3rd Qu.:1       3rd Qu.: 0.000   3rd Qu.: 0.000  
 Max.   :6.0     Max.   :1       Max.   :13.000   Max.   :25.000  
 NA's   :12589   NA's   :12589   NA's   :12589    NA's   :12589   
      V17             V18              V19              V20        
 Min.   : 0.00   Min.   : 0.000   Min.   : 0.000   Min.   : 0.000  
 1st Qu.: 0.00   1st Qu.: 0.000   1st Qu.: 1.000   1st Qu.: 1.000  
 Median : 0.00   Median : 0.000   Median : 1.000   Median : 1.000  
 Mean   : 0.26   Mean   : 0.262   Mean   : 0.861   Mean   : 0.886  
 3rd Qu.: 1.00   3rd Qu.: 1.000   3rd Qu.: 1.000   3rd Qu.: 1.000  
 Max.   :10.00   Max.   :10.000   Max.   :13.000   Max.   :25.000  
 NA's   :12589   NA's   :12589    NA's   :12589    NA's   :12589   
      V21             V22             V23              V24        
 Min.   :0.00    Min.   :0.000   Min.   : 0.000   Min.   : 0.000  
 1st Qu.:0.00    1st Qu.:0.000   1st Qu.: 1.000   1st Qu.: 1.000  
 Median :0.00    Median :0.000   Median : 1.000   Median : 1.000  
 Mean   :0.25    Mean   :0.254   Mean   : 1.045   Mean   : 1.069  
 3rd Qu.:0.00    3rd Qu.:0.000   3rd Qu.: 1.000   3rd Qu.: 1.000  
 Max.   :5.00    Max.   :7.000   Max.   :15.000   Max.   :29.000  
 NA's   :12589   NA's   :12589   NA's   :12589    NA's   :12589   
      V25              V26              V27             V28       
 Min.   : 0.000   Min.   : 0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.:0.000   1st Qu.:0.000  
 Median : 1.000   Median : 1.000   Median :0.000   Median :0.000  
 Mean   : 1.005   Mean   : 1.013   Mean   :0.023   Mean   :0.023  
 3rd Qu.: 1.000   3rd Qu.: 1.000   3rd Qu.:0.000   3rd Qu.:0.000  
 Max.   :13.000   Max.   :25.000   Max.   :7.000   Max.   :7.000  
 NA's   :12589    NA's   :12589    NA's   :12589   NA's   :12589  
      V29             V30             V31              V32        
 Min.   :0.000   Min.   :0.000   Min.   : 0.000   Min.   : 0.000  
 1st Qu.:0.000   1st Qu.:0.000   1st Qu.: 0.000   1st Qu.: 0.000  
 Median :0.000   Median :0.000   Median : 0.000   Median : 0.000  
 Mean   :0.337   Mean   :0.352   Mean   : 0.256   Mean   : 0.258  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.: 1.000   3rd Qu.: 1.000  
 Max.   :4.000   Max.   :7.000   Max.   :13.000   Max.   :25.000  
 NA's   :12589   NA's   :12589   NA's   :12589    NA's   :12589   
      V33              V34             V35             V36       
 Min.   : 0.000   Min.   : 0.00   Min.   :0.00    Min.   :0.00   
 1st Qu.: 0.000   1st Qu.: 0.00   1st Qu.:0.00    1st Qu.:0.00   
 Median : 0.000   Median : 0.00   Median :1.00    Median :1.00   
 Mean   : 0.155   Mean   : 0.17   Mean   :0.54    Mean   :0.57   
 3rd Qu.: 0.000   3rd Qu.: 0.00   3rd Qu.:1.00    3rd Qu.:1.00   
 Max.   :13.000   Max.   :25.00   Max.   :4.00    Max.   :6.00   
 NA's   :12589    NA's   :12589   NA's   :76854   NA's   :76854  
      V37             V38             V39             V40       
 Min.   : 0.00   Min.   : 0.00   Min.   : 0.00   Min.   : 0.00  
 1st Qu.: 1.00   1st Qu.: 1.00   1st Qu.: 0.00   1st Qu.: 0.00  
 Median : 1.00   Median : 1.00   Median : 0.00   Median : 0.00  
 Mean   : 1.14   Mean   : 1.21   Mean   : 0.29   Mean   : 0.31  
 3rd Qu.: 1.00   3rd Qu.: 1.00   3rd Qu.: 1.00   3rd Qu.: 1.00  
 Max.   :49.00   Max.   :52.00   Max.   :30.00   Max.   :31.00  
 NA's   :76854   NA's   :76854   NA's   :76854   NA's   :76854  
      V41             V42             V43             V44       
 Min.   :0       Min.   :0.00    Min.   : 0.0    Min.   : 0.0   
 1st Qu.:1       1st Qu.:0.00    1st Qu.: 0.0    1st Qu.: 1.0   
 Median :1       Median :0.00    Median : 0.0    Median : 1.0   
 Mean   :1       Mean   :0.28    Mean   : 0.3    Mean   : 1.1   
 3rd Qu.:1       3rd Qu.:1.00    3rd Qu.: 1.0    3rd Qu.: 1.0   
 Max.   :1       Max.   :8.00    Max.   :11.0    Max.   :47.0   
 NA's   :76854   NA's   :76854   NA's   :76854   NA's   :76854  
      V45             V46             V47             V48       
 Min.   : 0.00   Min.   :0.00    Min.   : 0.00   Min.   :0.00   
 1st Qu.: 1.00   1st Qu.:1.00    1st Qu.: 1.00   1st Qu.:0.00   
 Median : 1.00   Median :1.00    Median : 1.00   Median :0.00   
 Mean   : 1.15   Mean   :1.02    Mean   : 1.04   Mean   :0.33   
 3rd Qu.: 1.00   3rd Qu.:1.00    3rd Qu.: 1.00   3rd Qu.:1.00   
 Max.   :69.00   Max.   :8.00    Max.   :11.00   Max.   :4.00   
 NA's   :76854   NA's   :76854   NA's   :76854   NA's   :76854  
      V49             V50             V51             V52       
 Min.   :0.00    Min.   :0.00    Min.   :0.00    Min.   : 0.00  
 1st Qu.:0.00    1st Qu.:0.00    1st Qu.:0.00    1st Qu.: 0.00  
 Median :0.00    Median :0.00    Median :0.00    Median : 0.00  
 Mean   :0.34    Mean   :0.27    Mean   :0.19    Mean   : 0.21  
 3rd Qu.:1.00    3rd Qu.:1.00    3rd Qu.:0.00    3rd Qu.: 0.00  
 Max.   :7.00    Max.   :7.00    Max.   :8.00    Max.   :10.00  
 NA's   :76854   NA's   :76854   NA's   :76854   NA's   :76854  
      V53             V54             V55              V56        
 Min.   :0.000   Min.   :0.000   Min.   : 0.000   Min.   : 0.000  
 1st Qu.:0.000   1st Qu.:0.000   1st Qu.: 1.000   1st Qu.: 1.000  
 Median :1.000   Median :1.000   Median : 1.000   Median : 1.000  
 Mean   :0.605   Mean   :0.634   Mean   : 1.093   Mean   : 1.156  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.: 1.000   3rd Qu.: 1.000  
 Max.   :5.000   Max.   :7.000   Max.   :49.000   Max.   :51.000  
 NA's   :12899   NA's   :12899   NA's   :12899    NA's   :12899   
      V57             V58              V59              V60       
 Min.   :0.000   Min.   : 0.000   Min.   : 0.000   Min.   : 0.00  
 1st Qu.:0.000   1st Qu.: 0.000   1st Qu.: 0.000   1st Qu.: 0.00  
 Median :0.000   Median : 0.000   Median : 0.000   Median : 0.00  
 Mean   :0.146   Mean   : 0.151   Mean   : 0.266   Mean   : 0.28  
 3rd Qu.:0.000   3rd Qu.: 0.000   3rd Qu.: 1.000   3rd Qu.: 1.00  
 Max.   :6.000   Max.   :10.000   Max.   :12.000   Max.   :17.00  
 NA's   :12899   NA's   :12899    NA's   :12899    NA's   :12899  
      V61             V62              V63             V64       
 Min.   :0.00    Min.   : 0.000   Min.   :0.000   Min.   : 0.00  
 1st Qu.:1.00    1st Qu.: 1.000   1st Qu.:0.000   1st Qu.: 0.00  
 Median :1.00    Median : 1.000   Median :0.000   Median : 0.00  
 Mean   :0.88    Mean   : 0.913   Mean   :0.257   Mean   : 0.28  
 3rd Qu.:1.00    3rd Qu.: 1.000   3rd Qu.:0.000   3rd Qu.: 0.00  
 Max.   :6.00    Max.   :10.000   Max.   :8.000   Max.   :10.00  
 NA's   :12899   NA's   :12899    NA's   :12899   NA's   :12899  
      V65             V66             V67              V68       
 Min.   :0       Min.   :0.000   Min.   : 0.000   Min.   :0.000  
 1st Qu.:1       1st Qu.:1.000   1st Qu.: 1.000   1st Qu.:0.000  
 Median :1       Median :1.000   Median : 1.000   Median :0.000  
 Mean   :1       Mean   :1.015   Mean   : 1.032   Mean   :0.023  
 3rd Qu.:1       3rd Qu.:1.000   3rd Qu.: 1.000   3rd Qu.:0.000  
 Max.   :1       Max.   :8.000   Max.   :10.000   Max.   :7.000  
 NA's   :12899   NA's   :12899   NA's   :12899    NA's   :12899  
      V69             V70             V71             V72        
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   : 0.000  
 1st Qu.:0.000   1st Qu.:0.000   1st Qu.:0.000   1st Qu.: 0.000  
 Median :0.000   Median :0.000   Median :0.000   Median : 0.000  
 Mean   :0.339   Mean   :0.354   Mean   :0.259   Mean   : 0.265  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.: 1.000  
 Max.   :4.000   Max.   :8.000   Max.   :6.000   Max.   :10.000  
 NA's   :12899   NA's   :12899   NA's   :12899   NA's   :12899   
      V73             V74              V75             V76       
 Min.   :0.000   Min.   : 0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:0.000   1st Qu.: 0.000   1st Qu.:0.000   1st Qu.:0.000  
 Median :0.000   Median : 0.000   Median :1.000   Median :1.000  
 Mean   :0.162   Mean   : 0.186   Mean   :0.539   Mean   :0.574  
 3rd Qu.:0.000   3rd Qu.: 0.000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :8.000   Max.   :10.000   Max.   :5.000   Max.   :7.000  
 NA's   :12899   NA's   :12899    NA's   :12081   NA's   :12081  
      V77              V78              V79             V80       
 Min.   : 0.000   Min.   : 0.000   Min.   :0.000   Min.   : 0.00  
 1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.:0.000   1st Qu.: 0.00  
 Median : 1.000   Median : 1.000   Median :0.000   Median : 0.00  
 Mean   : 1.124   Mean   : 1.191   Mean   :0.151   Mean   : 0.27  
 3rd Qu.: 1.000   3rd Qu.: 1.000   3rd Qu.:0.000   3rd Qu.: 1.00  
 Max.   :80.000   Max.   :80.000   Max.   :7.000   Max.   :18.00  
 NA's   :12081    NA's   :12081    NA's   :12081   NA's   :12081  
      V81              V82             V83             V84        
 Min.   : 0.000   Min.   :0.000   Min.   :0.000   Min.   : 0.000  
 1st Qu.: 0.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.: 0.000  
 Median : 0.000   Median :1.000   Median :1.000   Median : 0.000  
 Mean   : 0.285   Mean   :0.864   Mean   :0.897   Mean   : 0.258  
 3rd Qu.: 1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.: 0.000  
 Max.   :18.000   Max.   :5.000   Max.   :7.000   Max.   :10.000  
 NA's   :12081    NA's   :12081   NA's   :12081   NA's   :12081   
      V85             V86              V87              V88       
 Min.   : 0.00   Min.   : 0.000   Min.   : 0.000   Min.   :0      
 1st Qu.: 0.00   1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.:1      
 Median : 0.00   Median : 1.000   Median : 1.000   Median :1      
 Mean   : 0.28   Mean   : 1.092   Mean   : 1.132   Mean   :1      
 3rd Qu.: 0.00   3rd Qu.: 1.000   3rd Qu.: 1.000   3rd Qu.:1      
 Max.   :10.00   Max.   :80.000   Max.   :80.000   Max.   :1      
 NA's   :12081   NA's   :12081    NA's   :12081    NA's   :12081  
      V89             V90             V91             V92       
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.00   
 1st Qu.:0.000   1st Qu.:0.000   1st Qu.:0.000   1st Qu.:0.00   
 Median :0.000   Median :0.000   Median :0.000   Median :0.00   
 Mean   :0.023   Mean   :0.341   Mean   :0.357   Mean   :0.26   
 3rd Qu.:0.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.00   
 Max.   :7.000   Max.   :4.000   Max.   :8.000   Max.   :6.00   
 NA's   :12081   NA's   :12081   NA's   :12081   NA's   :12081  
      V93             V94             V95               V96         
 Min.   :0.000   Min.   :0.000   Min.   : 0.0000   Min.   :  0.000  
 1st Qu.:0.000   1st Qu.:0.000   1st Qu.: 0.0000   1st Qu.:  0.000  
 Median :0.000   Median :0.000   Median : 0.0000   Median :  0.000  
 Mean   :0.267   Mean   :0.153   Mean   : 0.2317   Mean   :  1.377  
 3rd Qu.:1.000   3rd Qu.:0.000   3rd Qu.: 0.0000   3rd Qu.:  1.000  
 Max.   :7.000   Max.   :2.000   Max.   :60.0000   Max.   :103.000  
 NA's   :12081   NA's   :12081                                      
      V97               V98               V99             V100        
 Min.   : 0.0000   Min.   :0.00000   Min.   : 0.00   Min.   : 0.0000  
 1st Qu.: 0.0000   1st Qu.:0.00000   1st Qu.: 0.00   1st Qu.: 0.0000  
 Median : 0.0000   Median :0.00000   Median : 0.00   Median : 0.0000  
 Mean   : 0.5317   Mean   :0.05753   Mean   : 0.94   Mean   : 0.2702  
 3rd Qu.: 0.0000   3rd Qu.:0.00000   3rd Qu.: 1.00   3rd Qu.: 0.0000  
 Max.   :82.0000   Max.   :8.00000   Max.   :62.00   Max.   :30.0000  
                                                                      
      V101               V102              V103              V104        
 Min.   : 0.00000   Min.   : 0.0000   Min.   : 0.0000   Min.   : 0.0000  
 1st Qu.: 0.00000   1st Qu.: 0.0000   1st Qu.: 0.0000   1st Qu.: 0.0000  
 Median : 0.00000   Median : 0.0000   Median : 0.0000   Median : 0.0000  
 Mean   : 0.09132   Mean   : 0.2465   Mean   : 0.1451   Mean   : 0.0815  
 3rd Qu.: 0.00000   3rd Qu.: 0.0000   3rd Qu.: 0.0000   3rd Qu.: 0.0000  
 Max.   :18.00000   Max.   :68.0000   Max.   :29.0000   Max.   :59.0000  
                                                                         
      V105              V106             V107        V108      
 Min.   : 0.0000   Min.   : 0.000   Min.   :1   Min.   :0.000  
 1st Qu.: 0.0000   1st Qu.: 0.000   1st Qu.:1   1st Qu.:1.000  
 Median : 0.0000   Median : 0.000   Median :1   Median :1.000  
 Mean   : 0.1884   Mean   : 0.115   Mean   :1   Mean   :1.007  
 3rd Qu.: 0.0000   3rd Qu.: 0.000   3rd Qu.:1   3rd Qu.:1.000  
 Max.   :99.0000   Max.   :80.000   Max.   :1   Max.   :8.000  
                                                               
      V109            V110            V111            V112      
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
 Median :1.000   Median :1.000   Median :1.000   Median :1.000  
 Mean   :1.021   Mean   :1.011   Mean   :1.004   Mean   :1.008  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :8.000   Max.   :8.000   Max.   :8.000   Max.   :8.000  
                                                                
      V113            V114            V115            V116      
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
 Median :1.000   Median :1.000   Median :1.000   Median :1.000  
 Mean   :1.005   Mean   :1.014   Mean   :1.043   Mean   :1.021  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :8.000   Max.   :9.000   Max.   :9.000   Max.   :9.000  
                                                                
      V117            V118            V119            V120      
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000  
 Median :1.000   Median :1.000   Median :1.000   Median :1.000  
 Mean   :1.001   Mean   :1.002   Mean   :1.001   Mean   :1.002  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.:1.000  
 Max.   :2.000   Max.   :3.000   Max.   :2.000   Max.   :4.000  
                                                                
      V121            V122            V123             V124       
 Min.   :0.000   Min.   :0.000   Min.   : 0.000   Min.   : 0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.: 1.000   1st Qu.: 1.000  
 Median :1.000   Median :1.000   Median : 1.000   Median : 1.000  
 Mean   :1.006   Mean   :1.003   Mean   : 1.038   Mean   : 1.106  
 3rd Qu.:1.000   3rd Qu.:1.000   3rd Qu.: 1.000   3rd Qu.: 1.000  
 Max.   :4.000   Max.   :4.000   Max.   :12.000   Max.   :13.000  
                                                                  
      V125             V126               V127               V128         
 Min.   : 0.000   Min.   :     0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.: 1.000   1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median : 1.000   Median :     0.0   Median :     0.0   Median :     0.0  
 Mean   : 1.056   Mean   :    65.6   Mean   :   205.8   Mean   :   106.4  
 3rd Qu.: 1.000   3rd Qu.:     0.0   3rd Qu.:   115.9   3rd Qu.:     0.0  
 Max.   :12.000   Max.   :519038.5   Max.   :544500.0   Max.   :519038.5  
                                                                          
      V129               V130                V131          
 Min.   :    0.00   Min.   :     0.00   Min.   :     0.00  
 1st Qu.:    0.00   1st Qu.:     0.00   1st Qu.:     0.00  
 Median :    0.00   Median :     0.00   Median :     0.00  
 Mean   :   10.66   Mean   :   107.37   Mean   :    35.44  
 3rd Qu.:    0.00   3rd Qu.:    65.15   3rd Qu.:     0.00  
 Max.   :64800.00   Max.   :167200.00   Max.   :167200.00  
                                                           
      V132               V133               V134         
 Min.   :     0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0   Median :     0.0  
 Mean   :    30.3   Mean   :    56.9   Mean   :    39.3  
 3rd Qu.:     0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :519038.5   Max.   :519038.5   Max.   :519038.5  
                                                         
      V135                V136                V137          
 Min.   :     0.00   Min.   :     0.00   Min.   :     0.00  
 1st Qu.:     0.00   1st Qu.:     0.00   1st Qu.:     0.00  
 Median :     0.00   Median :     0.00   Median :     0.00  
 Mean   :    24.23   Mean   :    41.05   Mean   :    31.13  
 3rd Qu.:     0.00   3rd Qu.:     0.00   3rd Qu.:     0.00  
 Max.   :302500.00   Max.   :302500.00   Max.   :302500.00  
                                                            
      V138             V139             V140             V141       
 Min.   : 0       Min.   : 0       Min.   : 0.0     Min.   :0       
 1st Qu.: 0       1st Qu.: 0       1st Qu.: 0.0     1st Qu.:0       
 Median : 0       Median : 1       Median : 1.0     Median :0       
 Mean   : 0       Mean   : 1       Mean   : 1.1     Mean   :0       
 3rd Qu.: 0       3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.:0       
 Max.   :20       Max.   :28       Max.   :59.0     Max.   :6       
 NA's   :430906   NA's   :430906   NA's   :430906   NA's   :430906  
      V142             V143             V144             V145       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   :  0.0   
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.:  0.0   
 Median : 0.0     Median : 0.0     Median : 0.0     Median :  0.0   
 Mean   : 0.1     Mean   : 1.8     Mean   : 2.8     Mean   : 17.1   
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.:  0.0   
 Max.   :11.0     Max.   :56.0     Max.   :85.0     Max.   :279.0   
 NA's   :430906   NA's   :430636   NA's   :430636   NA's   :430636  
      V146             V147             V148             V149       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median : 0.0     Median : 0.0     Median : 1.0     Median : 1.0    
 Mean   : 0.1     Mean   : 0.2     Mean   : 0.8     Mean   : 0.8    
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :12.0     Max.   :22.0     Max.   :11.0     Max.   :11.0    
 NA's   :430906   NA's   :430906   NA's   :430906   NA's   :430906  
      V150             V151             V152             V153       
 Min.   :   1.0   Min.   : 1.0     Min.   : 1.0     Min.   :0.0     
 1st Qu.:   1.0   1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.:0.0     
 Median :   1.0   Median : 1.0     Median : 1.0     Median :1.0     
 Mean   : 135.1   Mean   : 5.4     Mean   : 8.3     Mean   :0.7     
 3rd Qu.:   1.0   3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.:1.0     
 Max.   :2277.0   Max.   :58.0     Max.   :67.0     Max.   :8.0     
 NA's   :430636   NA's   :430636   NA's   :430636   NA's   :430906  
      V154             V155             V156             V157       
 Min.   :0.0      Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.:0.0      1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median :1.0      Median : 1.0     Median : 1.0     Median : 1.0    
 Mean   :0.8      Mean   : 0.8     Mean   : 0.8     Mean   : 0.8    
 3rd Qu.:1.0      3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :9.0      Max.   :11.0     Max.   :11.0     Max.   :13.0    
 NA's   :430906   NA's   :430906   NA's   :430906   NA's   :430906  
      V158             V159             V160              V161       
 Min.   : 0.0     Min.   :     0   Min.   :      0   Min.   :   0    
 1st Qu.: 0.0     1st Qu.:     0   1st Qu.:      0   1st Qu.:   0    
 Median : 1.0     Median :     0   Median :      0   Median :   0    
 Mean   : 0.8     Mean   :  6209   Mean   :  98066   Mean   :   5    
 3rd Qu.: 1.0     3rd Qu.:     0   3rd Qu.:      0   3rd Qu.:   0    
 Max.   :13.0     Max.   :284130   Max.   :3867868   Max.   :2000    
 NA's   :430906   NA's   :430636   NA's   :430636    NA's   :430906  
      V162             V163             V164             V165       
 Min.   :   0.0   Min.   :   0.0   Min.   :     0   Min.   :     0  
 1st Qu.:   0.0   1st Qu.:   0.0   1st Qu.:     0   1st Qu.:     0  
 Median :   0.0   Median :   0.0   Median :     0   Median :     0  
 Mean   :   8.3   Mean   :   6.1   Mean   :  1038   Mean   :  5445  
 3rd Qu.:   0.0   3rd Qu.:   0.0   3rd Qu.:     0   3rd Qu.:     0  
 Max.   :4000.0   Max.   :4000.0   Max.   :928882   Max.   :928882  
 NA's   :430906   NA's   :430906   NA's   :430636   NA's   :430636  
      V166             V167             V168             V169       
 Min.   :     0   Min.   :  0      Min.   :  0.0    Min.   : 0.0    
 1st Qu.:     0   1st Qu.:  0      1st Qu.:  0.0    1st Qu.: 0.0    
 Median :     0   Median :  0      Median :  0.0    Median : 0.0    
 Mean   :  1388   Mean   :  1      Mean   :  1.4    Mean   : 0.2    
 3rd Qu.:     0   3rd Qu.:  0      3rd Qu.:  1.0    3rd Qu.: 0.0    
 Max.   :453750   Max.   :238      Max.   :257.0    Max.   :39.0    
 NA's   :430636   NA's   :369957   NA's   :369957   NA's   :370316  
      V170             V171             V172             V173       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   :0.0     
 1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.: 0.0     1st Qu.:0.0     
 Median : 1.0     Median : 1.0     Median : 0.0     Median :0.0     
 Mean   : 1.5     Mean   : 1.7     Mean   : 0.1     Mean   :0.1     
 3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 0.0     3rd Qu.:0.0     
 Max.   :63.0     Max.   :68.0     Max.   :37.0     Max.   :9.0     
 NA's   :370316   NA's   :370316   NA's   :369957   NA's   :369957  
      V174             V175             V176             V177       
 Min.   :0.0      Min.   : 0.0     Min.   :  1.0    Min.   :  0.0   
 1st Qu.:0.0      1st Qu.: 0.0     1st Qu.:  1.0    1st Qu.:  0.0   
 Median :0.0      Median : 0.0     Median :  1.0    Median :  0.0   
 Mean   :0.1      Mean   : 0.2     Mean   :  1.6    Mean   :  0.6   
 3rd Qu.:0.0      3rd Qu.: 0.0     3rd Qu.:  1.0    3rd Qu.:  0.0   
 Max.   :6.0      Max.   :22.0     Max.   :239.0    Max.   :238.0   
 NA's   :370316   NA's   :370316   NA's   :369957   NA's   :369957  
      V178             V179             V180             V181       
 Min.   :  0.0    Min.   :  0.0    Min.   :  0.0    Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.: 0.0    
 Median :  0.0    Median :  0.0    Median :  0.0    Median : 0.0    
 Mean   :  1.1    Mean   :  0.8    Mean   :  0.5    Mean   : 0.2    
 3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.: 0.0    
 Max.   :257.0    Max.   :257.0    Max.   :179.0    Max.   :85.0    
 NA's   :369957   NA's   :369957   NA's   :370316   NA's   :369957  
      V182             V183             V184             V185       
 Min.   :  0.0    Min.   :  0.0    Min.   : 0.0     Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.: 0.0     1st Qu.: 0.0    
 Median :  0.0    Median :  0.0    Median : 0.0     Median : 0.0    
 Mean   :  0.4    Mean   :  0.3    Mean   : 0.1     Mean   : 0.2    
 3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.: 0.0     3rd Qu.: 0.0    
 Max.   :125.0    Max.   :106.0    Max.   :12.0     Max.   :12.0    
 NA's   :369957   NA's   :369957   NA's   :370316   NA's   :370316  
      V186             V187             V188             V189       
 Min.   : 0.0     Min.   :  0.0    Min.   : 0       Min.   : 0.0    
 1st Qu.: 1.0     1st Qu.:  1.0    1st Qu.: 1       1st Qu.: 1.0    
 Median : 1.0     Median :  1.0    Median : 1       Median : 1.0    
 Mean   : 1.1     Mean   :  1.5    Mean   : 1       Mean   : 1.1    
 3rd Qu.: 1.0     3rd Qu.:  1.0    3rd Qu.: 1       3rd Qu.: 1.0    
 Max.   :39.0     Max.   :158.0    Max.   :44       Max.   :44.0    
 NA's   :369957   NA's   :369957   NA's   :370316   NA's   :370316  
      V190             V191             V192             V193       
 Min.   :  0.0    Min.   : 0       Min.   : 0.0     Min.   : 0.0    
 1st Qu.:  1.0    1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1.0    
 Median :  1.0    Median : 1       Median : 1.0     Median : 1.0    
 Mean   :  1.4    Mean   : 1       Mean   : 1.1     Mean   : 1.1    
 3rd Qu.:  1.0    3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :224.0    Max.   :20       Max.   :37.0     Max.   :32.0    
 NA's   :369957   NA's   :369957   NA's   :369957   NA's   :369957  
      V194             V195             V196             V197       
 Min.   :0.0      Min.   : 0       Min.   : 0.0     Min.   : 0.0    
 1st Qu.:1.0      1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1.0    
 Median :1.0      Median : 1       Median : 1.0     Median : 1.0    
 Mean   :0.9      Mean   : 1       Mean   : 1.1     Mean   : 0.9    
 3rd Qu.:1.0      3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :7.0      Max.   :18       Max.   :41.0     Max.   :11.0    
 NA's   :370316   NA's   :370316   NA's   :369957   NA's   :370316  
      V198             V199             V200             V201       
 Min.   : 0       Min.   :  0.0    Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 1       1st Qu.:  1.0    1st Qu.: 1.0     1st Qu.: 1.0    
 Median : 1       Median :  1.0    Median : 1.0     Median : 1.0    
 Mean   : 1       Mean   :  1.5    Mean   : 1.1     Mean   : 1.2    
 3rd Qu.: 1       3rd Qu.:  1.0    3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :29       Max.   :224.0    Max.   :47.0     Max.   :47.0    
 NA's   :370316   NA's   :369957   NA's   :370316   NA's   :370316  
      V202                V203                V204          
 Min.   :      0.0   Min.   :      0.0   Min.   :      0.0  
 1st Qu.:      0.0   1st Qu.:      0.0   1st Qu.:      0.0  
 Median :      0.0   Median :      0.0   Median :      0.0  
 Mean   :    227.7   Mean   :    456.6   Mean   :    315.3  
 3rd Qu.:      0.0   3rd Qu.:     31.4   3rd Qu.:     19.6  
 Max.   :1065496.5   Max.   :1065496.5   Max.   :1065496.5  
 NA's   :369957      NA's   :369957      NA's   :369957     
      V205              V206              V207               V208       
 Min.   :    0.0   Min.   :    0.0   Min.   :     0.0   Min.   :   0    
 1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:     0.0   1st Qu.:   0    
 Median :    0.0   Median :    0.0   Median :     0.0   Median :   0    
 Mean   :   21.5   Mean   :    9.2   Mean   :    46.9   Mean   :   9    
 3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:     0.0   3rd Qu.:   0    
 Max.   :64800.0   Max.   :64800.0   Max.   :167200.0   Max.   :4000    
 NA's   :369957    NA's   :369957    NA's   :369957     NA's   :370316  
      V209             V210             V211               V212         
 Min.   :    0    Min.   :   0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:    0    1st Qu.:   0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :    0    Median :   0.0   Median :     0.0   Median :     0.0  
 Mean   :   28    Mean   :  14.9   Mean   :   138.3   Mean   :   237.5  
 3rd Qu.:    0    3rd Qu.:   0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :10000    Max.   :4000.0   Max.   :928882.0   Max.   :958320.0  
 NA's   :370316   NA's   :370316   NA's   :369957     NA's   :369957    
      V213               V214               V215         
 Min.   :     0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0   Median :     0.0  
 Mean   :   165.1   Mean   :    63.9   Mean   :   137.7  
 3rd Qu.:     0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :928882.0   Max.   :453750.0   Max.   :756250.0  
 NA's   :369957     NA's   :369957     NA's   :369957    
      V216               V217             V218             V219       
 Min.   :     0.0   Min.   :  0      Min.   :  0.0    Min.   :  0.0   
 1st Qu.:     0.0   1st Qu.:  0      1st Qu.:  0.0    1st Qu.:  0.0   
 Median :     0.0   Median :  0      Median :  0.0    Median :  0.0   
 Mean   :    98.2   Mean   :  1      Mean   :  1.6    Mean   :  1.3   
 3rd Qu.:     0.0   3rd Qu.:  1      3rd Qu.:  1.0    3rd Qu.:  1.0   
 Max.   :756250.0   Max.   :238      Max.   :290.0    Max.   :290.0   
 NA's   :369957     NA's   :379963   NA's   :379963   NA's   :379963  
      V220             V221             V222             V223       
 Min.   : 0.0     Min.   :  0.0    Min.   :  0.0    Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.: 0.0    
 Median : 0.0     Median :  1.0    Median :  1.0    Median : 0.0    
 Mean   : 0.2     Mean   :  1.3    Mean   :  1.8    Mean   : 0.1    
 3rd Qu.: 0.0     3rd Qu.:  1.0    3rd Qu.:  1.0    3rd Qu.: 0.0    
 Max.   :47.0     Max.   :140.0    Max.   :291.0    Max.   :11.0    
 NA's   :369375   NA's   :369375   NA's   :369375   NA's   :379963  
      V224             V225             V226             V227       
 Min.   : 0.0     Min.   : 0.0     Min.   :  0.0    Min.   :  0.0   
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.:  0.0    1st Qu.:  0.0   
 Median : 0.0     Median : 0.0     Median :  0.0    Median :  0.0   
 Mean   : 0.3     Mean   : 0.2     Mean   :  0.3    Mean   :  0.1   
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.:  0.0    3rd Qu.:  0.0   
 Max.   :91.0     Max.   :58.0     Max.   :870.0    Max.   :131.0   
 NA's   :379963   NA's   :379963   NA's   :379963   NA's   :369375  
      V228             V229             V230             V231       
 Min.   :  1.0    Min.   :  1.0    Min.   :  1.0    Min.   :  0.0   
 1st Qu.:  1.0    1st Qu.:  1.0    1st Qu.:  1.0    1st Qu.:  0.0   
 Median :  1.0    Median :  1.0    Median :  1.0    Median :  0.0   
 Mean   :  1.6    Mean   :  2.1    Mean   :  1.9    Mean   :  0.7   
 3rd Qu.:  1.0    3rd Qu.:  1.0    3rd Qu.:  1.0    3rd Qu.:  0.0   
 Max.   :239.0    Max.   :262.0    Max.   :262.0    Max.   :238.0   
 NA's   :379963   NA's   :379963   NA's   :379963   NA's   :379963  
      V232             V233             V234             V235       
 Min.   :  0.0    Min.   :  0.0    Min.   :  0.0    Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.: 0.0    
 Median :  0.0    Median :  0.0    Median :  0.0    Median : 0.0    
 Mean   :  1.1    Mean   :  0.9    Mean   :  3.1    Mean   : 0.2    
 3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.: 0.0    
 Max.   :290.0    Max.   :290.0    Max.   :322.0    Max.   :18.0    
 NA's   :379963   NA's   :379963   NA's   :369375   NA's   :379963  
      V236             V237             V238             V239       
 Min.   : 0.0     Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.: 0.0    
 Median : 0.0     Median : 0.0     Median : 0.0     Median : 0.0    
 Mean   : 0.2     Mean   : 0.2     Mean   : 0.1     Mean   : 0.1    
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.: 0.0    
 Max.   :57.0     Max.   :31.0     Max.   :12.0     Max.   :12.0    
 NA's   :379963   NA's   :379963   NA's   :369375   NA's   :369375  
      V240             V241             V242             V243       
 Min.   :1        Min.   :1        Min.   : 0.0     Min.   : 0.0    
 1st Qu.:1        1st Qu.:1        1st Qu.: 1.0     1st Qu.: 1.0    
 Median :1        Median :1        Median : 1.0     Median : 1.0    
 Mean   :1        Mean   :1        Mean   : 1.1     Mean   : 1.2    
 3rd Qu.:1        3rd Qu.:1        3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :6        Max.   :3        Max.   :27.0     Max.   :54.0    
 NA's   :379963   NA's   :379963   NA's   :379963   NA's   :379963  
      V244             V245             V246             V247       
 Min.   : 0.0     Min.   :  0.0    Min.   :  0.0    Min.   : 0      
 1st Qu.: 1.0     1st Qu.:  0.0    1st Qu.:  1.0    1st Qu.: 1      
 Median : 1.0     Median :  1.0    Median :  1.0    Median : 1      
 Mean   : 1.1     Mean   :  0.8    Mean   :  1.4    Mean   : 1      
 3rd Qu.: 1.0     3rd Qu.:  1.0    3rd Qu.:  1.0    3rd Qu.: 1      
 Max.   :33.0     Max.   :124.0    Max.   :224.0    Max.   :11      
 NA's   :379963   NA's   :369375   NA's   :379963   NA's   :379963  
      V248             V249             V250             V251       
 Min.   : 0.0     Min.   : 0       Min.   :0.0      Min.   : 0.0    
 1st Qu.: 1.0     1st Qu.: 1       1st Qu.:0.0      1st Qu.: 0.0    
 Median : 1.0     Median : 1       Median :1.0      Median : 1.0    
 Mean   : 1.1     Mean   : 1       Mean   :0.8      Mean   : 0.8    
 3rd Qu.: 1.0     3rd Qu.: 1       3rd Qu.:1.0      3rd Qu.: 1.0    
 Max.   :29.0     Max.   :19       Max.   :8.0      Max.   :12.0    
 NA's   :379963   NA's   :379963   NA's   :369375   NA's   :369375  
      V252             V253             V254             V255       
 Min.   : 0       Min.   : 0.0     Min.   : 0.0     Min.   : 0.0    
 1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1.0     1st Qu.: 0.0    
 Median : 1       Median : 1.0     Median : 1.0     Median : 1.0    
 Mean   : 1       Mean   : 1.1     Mean   : 1.1     Mean   : 0.8    
 3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1.0     3rd Qu.: 1.0    
 Max.   :21       Max.   :96.0     Max.   :39.0     Max.   :53.0    
 NA's   :379963   NA's   :379963   NA's   :379963   NA's   :369375  
      V256             V257             V258             V259       
 Min.   : 0.0     Min.   :  0.0    Min.   :  0.0    Min.   :  0.0   
 1st Qu.: 0.0     1st Qu.:  1.0    1st Qu.:  1.0    1st Qu.:  0.0   
 Median : 1.0     Median :  1.0    Median :  1.0    Median :  1.0   
 Mean   : 0.8     Mean   :  1.5    Mean   :  1.7    Mean   :  0.9   
 3rd Qu.: 1.0     3rd Qu.:  1.0    3rd Qu.:  1.0    3rd Qu.:  1.0   
 Max.   :53.0     Max.   :224.0    Max.   :269.0    Max.   :131.0   
 NA's   :369375   NA's   :379963   NA's   :379963   NA's   :369375  
      V260             V261             V262             V263          
 Min.   : 0       Min.   : 0.0     Min.   : 0       Min.   :      0.0  
 1st Qu.: 1       1st Qu.: 1.0     1st Qu.: 1       1st Qu.:      0.0  
 Median : 1       Median : 1.0     Median : 1       Median :      0.0  
 Mean   : 1       Mean   : 1.1     Mean   : 1       Mean   :    263.1  
 3rd Qu.: 1       3rd Qu.: 1.0     3rd Qu.: 1       3rd Qu.:      8.6  
 Max.   :14       Max.   :89.0     Max.   :34       Max.   :1065496.5  
 NA's   :379963   NA's   :379963   NA's   :379963   NA's   :379963     
      V264                V265                V266        
 Min.   :      0.0   Min.   :      0.0   Min.   :    0.0  
 1st Qu.:      0.0   1st Qu.:      0.0   1st Qu.:    0.0  
 Median :      0.0   Median :      0.0   Median :    0.0  
 Mean   :    390.7   Mean   :    327.9   Mean   :   18.5  
 3rd Qu.:     35.0   3rd Qu.:     22.1   3rd Qu.:    0.0  
 Max.   :1065496.5   Max.   :1065496.5   Max.   :64800.0  
 NA's   :379963      NA's   :379963      NA's   :379963   
      V267              V268              V269              V270        
 Min.   :    0.0   Min.   :    0.0   Min.   :    0.0   Min.   :    0.0  
 1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:    0.0  
 Median :    0.0   Median :    0.0   Median :    0.0   Median :    0.0  
 Mean   :   37.7   Mean   :   25.5   Mean   :   14.8   Mean   :    7.2  
 3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:    0.0  
 Max.   :64800.0   Max.   :64800.0   Max.   :64800.0   Max.   :10791.6  
 NA's   :379963    NA's   :379963    NA's   :379963    NA's   :369375   
      V271              V272              V273               V274         
 Min.   :    0.0   Min.   :    0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :    0.0   Median :    0.0   Median :     0.0   Median :     0.0  
 Mean   :   12.7   Mean   :    8.1   Mean   :   169.9   Mean   :   231.6  
 3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :10791.6   Max.   :10791.6   Max.   :928882.0   Max.   :928882.0  
 NA's   :369375    NA's   :369375    NA's   :379963     NA's   :379963    
      V275               V276               V277         
 Min.   :     0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0   Median :     0.0  
 Mean   :   197.5   Mean   :    69.7   Mean   :   115.5  
 3rd Qu.:     0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :928882.0   Max.   :453750.0   Max.   :756250.0  
 NA's   :379963     NA's   :379963     NA's   :379963    
      V278               V279              V280               V281       
 Min.   :     0.0   Min.   : 0.0000   Min.   :  0.0000   Min.   : 0.000  
 1st Qu.:     0.0   1st Qu.: 0.0000   1st Qu.:  0.0000   1st Qu.: 0.000  
 Median :     0.0   Median : 0.0000   Median :  0.0000   Median : 0.000  
 Mean   :    99.5   Mean   : 0.3386   Mean   :  0.7443   Mean   : 0.092  
 3rd Qu.:     0.0   3rd Qu.: 0.0000   3rd Qu.:  1.0000   3rd Qu.: 0.000  
 Max.   :756250.0   Max.   :86.0000   Max.   :108.0000   Max.   :30.000  
 NA's   :379963     NA's   :3         NA's   :3          NA's   :6031    
      V282             V283             V284             V285       
 Min.   : 0.000   Min.   : 0.000   Min.   :0.0000   Min.   : 0.000  
 1st Qu.: 0.000   1st Qu.: 0.000   1st Qu.:0.0000   1st Qu.: 0.000  
 Median : 1.000   Median : 1.000   Median :0.0000   Median : 0.000  
 Mean   : 0.825   Mean   : 1.008   Mean   :0.0871   Mean   : 1.151  
 3rd Qu.: 1.000   3rd Qu.: 1.000   3rd Qu.:0.0000   3rd Qu.: 1.000  
 Max.   :63.000   Max.   :68.000   Max.   :8.0000   Max.   :90.000  
 NA's   :6031     NA's   :6031     NA's   :3        NA's   :3       
      V286              V287              V288            V289       
 Min.   :0.00000   Min.   : 0.0000   Min.   :0.000   Min.   : 0.000  
 1st Qu.:0.00000   1st Qu.: 0.0000   1st Qu.:0.000   1st Qu.: 0.000  
 Median :0.00000   Median : 0.0000   Median :0.000   Median : 0.000  
 Mean   :0.03063   Mean   : 0.3538   Mean   :0.187   Mean   : 0.241  
 3rd Qu.:0.00000   3rd Qu.: 0.0000   3rd Qu.:0.000   3rd Qu.: 0.000  
 Max.   :6.00000   Max.   :31.0000   Max.   :6.000   Max.   :11.000  
 NA's   :3         NA's   :3         NA's   :6031    NA's   :6031    
      V290            V291              V292             V293        
 Min.   : 1.00   Min.   :  1.000   Min.   : 1.000   Min.   : 0.0000  
 1st Qu.: 1.00   1st Qu.:  1.000   1st Qu.: 1.000   1st Qu.: 0.0000  
 Median : 1.00   Median :  1.000   Median : 1.000   Median : 0.0000  
 Mean   : 1.12   Mean   :  1.405   Mean   : 1.212   Mean   : 0.1569  
 3rd Qu.: 1.00   3rd Qu.:  1.000   3rd Qu.: 1.000   3rd Qu.: 0.0000  
 Max.   :49.00   Max.   :250.000   Max.   :75.000   Max.   :62.0000  
 NA's   :3       NA's   :3         NA's   :3        NA's   :3        
      V294               V295              V296              V297         
 Min.   :  0.0000   Min.   : 0.0000   Min.   :  0.000   Min.   : 0.00000  
 1st Qu.:  0.0000   1st Qu.: 0.0000   1st Qu.:  0.000   1st Qu.: 0.00000  
 Median :  0.0000   Median : 0.0000   Median :  0.000   Median : 0.00000  
 Mean   :  0.4561   Mean   : 0.2586   Mean   :  0.242   Mean   : 0.09062  
 3rd Qu.:  0.0000   3rd Qu.: 0.0000   3rd Qu.:  0.000   3rd Qu.: 0.00000  
 Max.   :246.0000   Max.   :78.0000   Max.   :179.000   Max.   :85.00000  
 NA's   :3          NA's   :3         NA's   :6031      NA's   :3         
      V298               V299               V300             V301       
 Min.   :  0.0000   Min.   :  0.0000   Min.   : 0.000   Min.   : 0.000  
 1st Qu.:  0.0000   1st Qu.:  0.0000   1st Qu.: 0.000   1st Qu.: 0.000  
 Median :  0.0000   Median :  0.0000   Median : 0.000   Median : 0.000  
 Mean   :  0.2016   Mean   :  0.1274   Mean   : 0.057   Mean   : 0.066  
 3rd Qu.:  0.0000   3rd Qu.:  0.0000   3rd Qu.: 0.000   3rd Qu.: 0.000  
 Max.   :125.0000   Max.   :106.0000   Max.   :14.000   Max.   :14.000  
 NA's   :3          NA's   :3          NA's   :6031     NA's   :6031    
      V302              V303              V304              V305  
 Min.   : 0.0000   Min.   : 0.0000   Min.   : 0.0000   Min.   :1  
 1st Qu.: 0.0000   1st Qu.: 0.0000   1st Qu.: 0.0000   1st Qu.:1  
 Median : 0.0000   Median : 0.0000   Median : 0.0000   Median :1  
 Mean   : 0.2868   Mean   : 0.3218   Mean   : 0.3015   Mean   :1  
 3rd Qu.: 1.0000   3rd Qu.: 1.0000   3rd Qu.: 1.0000   3rd Qu.:1  
 Max.   :13.0000   Max.   :17.0000   Max.   :17.0000   Max.   :2  
 NA's   :3         NA's   :3         NA's   :3         NA's   :3  
      V306               V307               V308         
 Min.   :     0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0   Median :     0.0  
 Mean   :    83.8   Mean   :   259.4   Mean   :   136.9  
 3rd Qu.:     0.0   3rd Qu.:   156.0   3rd Qu.:    41.3  
 Max.   :718740.0   Max.   :958320.0   Max.   :718740.0  
 NA's   :3          NA's   :3          NA's   :3         
      V309               V310               V311         
 Min.   :    0.00   Min.   :     0.0   Min.   :    0.00  
 1st Qu.:    0.00   1st Qu.:     0.0   1st Qu.:    0.00  
 Median :    0.00   Median :     0.0   Median :    0.00  
 Mean   :   12.84   Mean   :   127.2   Mean   :    5.15  
 3rd Qu.:    0.00   3rd Qu.:   106.0   3rd Qu.:    0.00  
 Max.   :64800.00   Max.   :167200.0   Max.   :64800.00  
 NA's   :3          NA's   :3          NA's   :3         
      V312                V313              V314              V315        
 Min.   :     0.00   Min.   :   0.00   Min.   :   0.00   Min.   :   0.00  
 1st Qu.:     0.00   1st Qu.:   0.00   1st Qu.:   0.00   1st Qu.:   0.00  
 Median :     0.00   Median :   0.00   Median :   0.00   Median :   0.00  
 Mean   :    42.73   Mean   :  21.24   Mean   :  43.27   Mean   :  26.73  
 3rd Qu.:     0.00   3rd Qu.:   0.00   3rd Qu.:   0.00   3rd Qu.:   0.00  
 Max.   :167200.00   Max.   :4727.96   Max.   :7539.75   Max.   :4727.96  
 NA's   :3           NA's   :6031      NA's   :6031      NA's   :6031     
      V316               V317               V318         
 Min.   :     0.0   Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0   Median :     0.0  
 Mean   :    42.1   Mean   :    83.8   Mean   :    56.1  
 3rd Qu.:     0.0   3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :718740.0   Max.   :958320.0   Max.   :718740.0  
 NA's   :3          NA's   :3          NA's   :3         
      V319               V320               V321               V322       
 Min.   :     0.0   Min.   :     0.0   Min.   :     0.0   Min.   : 0.0    
 1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.:     0.0   1st Qu.: 0.0    
 Median :     0.0   Median :     0.0   Median :     0.0   Median : 0.0    
 Mean   :    27.6   Mean   :    46.8   Mean   :    36.8   Mean   : 0.4    
 3rd Qu.:     0.0   3rd Qu.:     0.0   3rd Qu.:     0.0   3rd Qu.: 0.0    
 Max.   :453750.0   Max.   :605000.0   Max.   :605000.0   Max.   :86.0    
 NA's   :3          NA's   :3          NA's   :3          NA's   :430260  
      V323             V324             V325             V326       
 Min.   :  0.0    Min.   :  0.0    Min.   :0        Min.   : 0.0    
 1st Qu.:  0.0    1st Qu.:  0.0    1st Qu.:0        1st Qu.: 0.0    
 Median :  0.0    Median :  0.0    Median :0        Median : 0.0    
 Mean   :  1.2    Mean   :  0.7    Mean   :0        Mean   : 0.5    
 3rd Qu.:  0.0    3rd Qu.:  0.0    3rd Qu.:0        3rd Qu.: 0.0    
 Max.   :128.0    Max.   :108.0    Max.   :8        Max.   :44.0    
 NA's   :430260   NA's   :430260   NA's   :430260   NA's   :430260  
      V327             V328             V329             V330       
 Min.   : 0.0     Min.   : 0.0     Min.   :  0.0    Min.   :  0.0   
 1st Qu.: 0.0     1st Qu.: 0.0     1st Qu.:  0.0    1st Qu.:  0.0   
 Median : 0.0     Median : 0.0     Median :  0.0    Median :  0.0   
 Mean   : 0.2     Mean   : 0.2     Mean   :  0.5    Mean   :  0.3   
 3rd Qu.: 0.0     3rd Qu.: 0.0     3rd Qu.:  0.0    3rd Qu.:  0.0   
 Max.   :31.0     Max.   :85.0     Max.   :125.0    Max.   :106.0   
 NA's   :430260   NA's   :430260   NA's   :430260   NA's   :430260  
      V331                V332                V333          
 Min.   :      0.0   Min.   :      0.0   Min.   :      0.0  
 1st Qu.:      0.0   1st Qu.:      0.0   1st Qu.:      0.0  
 Median :      0.0   Median :      0.0   Median :      0.0  
 Mean   :    315.1   Mean   :    440.5   Mean   :    381.1  
 3rd Qu.:      0.0   3rd Qu.:      0.0   3rd Qu.:      0.0  
 Max.   :1040657.5   Max.   :1040657.5   Max.   :1040657.5  
 NA's   :430260      NA's   :430260      NA's   :430260     
      V334              V335              V336              V337         
 Min.   :    0.0   Min.   :    0.0   Min.   :    0.0   Min.   :     0.0  
 1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:    0.0   1st Qu.:     0.0  
 Median :    0.0   Median :    0.0   Median :    0.0   Median :     0.0  
 Mean   :   24.7   Mean   :   58.3   Mean   :   35.5   Mean   :    99.1  
 3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:    0.0   3rd Qu.:     0.0  
 Max.   :64800.0   Max.   :64800.0   Max.   :64800.0   Max.   :375000.0  
 NA's   :430260    NA's   :430260    NA's   :430260    NA's   :430260    
      V338               V339         
 Min.   :     0.0   Min.   :     0.0  
 1st Qu.:     0.0   1st Qu.:     0.0  
 Median :     0.0   Median :     0.0  
 Mean   :   155.6   Mean   :   139.8  
 3rd Qu.:     0.0   3rd Qu.:     0.0  
 Max.   :612500.0   Max.   :612500.0  
 NA's   :430260     NA's   :430260    


2. Explore

(1) identityD: train_i + test_i

identityD <- rbind(data.frame(train_i,datatype='train'),data.frame(test_i,datatype='test'))
str(identityD) # 286140 x 42
'data.frame':   286140 obs. of  42 variables:
 $ TransactionID: int  2987004 2987008 2987010 2987011 2987016 2987017 2987022 2987038 2987040 2987048 ...
 $ id_01        : num  0 -5 -5 -5 0 -5 -15 0 -10 -5 ...
 $ id_02        : num  70787 98945 191631 221832 7460 ...
 $ id_03        : num  NA NA 0 NA 0 3 NA 0 0 NA ...
 $ id_04        : num  NA NA 0 NA 0 0 NA 0 0 NA ...
 $ id_05        : num  NA 0 0 0 1 3 NA 0 0 0 ...
 $ id_06        : num  NA -5 0 -6 0 0 NA -10 0 0 ...
 $ id_07        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_08        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_09        : num  NA NA 0 NA 0 3 NA 0 0 NA ...
 $ id_10        : num  NA NA 0 NA 0 0 NA 0 0 NA ...
 $ id_11        : num  100 100 100 100 100 100 NA 100 100 100 ...
 $ id_12        : Factor w/ 2 levels "Found","NotFound": 2 2 2 2 2 2 2 1 2 2 ...
 $ id_13        : num  NA 49 52 52 NA 52 14 NA 52 52 ...
 $ id_14        : num  -480 -300 NA NA -300 -300 NA -300 NA NA ...
 $ id_15        : Factor w/ 3 levels "Found","New",..: 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_16        : Factor w/ 2 levels "Found","NotFound": 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_17        : num  166 166 121 225 166 166 NA 166 121 225 ...
 $ id_18        : num  NA NA NA NA 15 18 NA 15 NA NA ...
 $ id_19        : num  542 621 410 176 529 529 NA 352 410 484 ...
 $ id_20        : num  144 500 142 507 575 600 NA 533 142 507 ...
 $ id_21        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_22        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_23        : Factor w/ 3 levels "IP_PROXY:ANONYMOUS",..: NA NA NA NA NA NA NA NA NA NA ...
 $ id_24        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_25        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_26        : num  NA NA NA NA NA NA NA NA NA NA ...
 $ id_27        : Factor w/ 2 levels "Found","NotFound": NA NA NA NA NA NA NA NA NA NA ...
 $ id_28        : Factor w/ 2 levels "Found","New": 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_29        : Factor w/ 2 levels "Found","NotFound": 2 2 1 2 1 1 NA 1 1 2 ...
 $ id_30        : Factor w/ 87 levels "Android","Android 4.4.2",..: 8 28 NA NA 45 70 NA 1 NA NA ...
 $ id_31        : Factor w/ 172 levels "android","android browser 4.0",..: 120 93 32 32 32 32 NA 32 32 32 ...
 $ id_32        : num  32 32 NA NA 24 24 NA 32 NA NA ...
 $ id_33        : Factor w/ 461 levels "0x0","1023x767",..: 165 49 NA NA 41 61 NA 133 NA NA ...
 $ id_34        : Factor w/ 4 levels "match_status:-1",..: 4 3 NA NA 4 4 NA 4 NA NA ...
 $ id_35        : logi  TRUE TRUE FALSE FALSE TRUE TRUE ...
 $ id_36        : logi  FALSE FALSE FALSE FALSE FALSE FALSE ...
 $ id_37        : logi  TRUE FALSE TRUE TRUE TRUE TRUE ...
 $ id_38        : logi  TRUE TRUE TRUE TRUE TRUE TRUE ...
 $ DeviceType   : Factor w/ 2 levels "desktop","mobile": 2 2 1 1 1 1 NA 2 1 1 ...
 $ DeviceInfo   : Factor w/ 2799 levels "0PAJ5","0PJA2",..: 1009 469 1663 NA 723 1663 NA NA 1663 1663 ...
 $ datatype     : Factor w/ 2 levels "train","test": 1 1 1 1 1 1 1 1 1 1 ...


변수별 보기

(1)-1. Categorical Features

TransactionID
summary(identityD$TransactionID)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
2987004 3195766 3571072 3601257 3999726 4170239 
identityD %>% group_by(datatype) %>% summarise(n=n(),min=min(TransactionID),max=max(TransactionID))
# A tibble: 2 x 4
  datatype      n     min     max
  <fct>     <int>   <dbl>   <dbl>
1 train    144233 2987004 3577534
2 test     141907 3663586 4170239
  • 7글자…
  • id가 연속적이지 X
  • train 보다 test 가 더 뒤의 id
  • 중복된 값 X
  • 모델링에는 X


DeviceType
summary(identityD$DeviceType)
desktop  mobile    NA's 
 159568  118173    8399 
  • NA 처리 필요 -> 일단 missing으로 대체


identityD$DeviceType <- as.character(identityD$DeviceType)
identityD$DeviceType <- as.factor(ifelse(is.na(identityD$DeviceType),'missing',identityD$DeviceType))
summary(identityD$DeviceType)
desktop missing  mobile 
 159568    8399  118173 
  • train, test 데이터 별 NA를 보면


with(identityD,table(DeviceType,datatype))
          datatype
DeviceType train  test
   desktop 85165 74403
   missing  3423  4976
   mobile  55645 62528
round(with(identityD,prop.table(table(DeviceType,datatype))),2)
          datatype
DeviceType train test
   desktop  0.30 0.26
   missing  0.01 0.02
   mobile   0.19 0.22
  • 일단, 전체 데이터에서 NA가 3%로 밖에 안되고
  • train, test 데이터에 고르게 분포


DeviceInfo
str(identityD$DeviceInfo)
 Factor w/ 2799 levels "0PAJ5","0PJA2",..: 1009 469 1663 NA 723 1663 NA NA 1663 1663 ...
  • level이 무려 2799개


round(NROW(which(is.na(identityD$DeviceInfo)))/NROW(identityD),2)
[1] 0.18
  • NA 비율도 무려 전체의 18%


level이 너무 많으므로 합치기

tmp <- identityD %>% group_by(DeviceInfo) %>%
  summarise(n=n(),prop=round(n/NROW(identityD),3)) %>% arrange(desc(prop))
tmp
# A tibble: 2,800 x 3
   DeviceInfo                n  prop
   <fct>                 <int> <dbl>
 1 Windows               92710 0.324
 2 <NA>                  52417 0.183
 3 iOS Device            38502 0.135
 4 MacOS                 23722 0.083
 5 Trident/7.0           12330 0.043
 6 rv:11.0                2650 0.009
 7 rv:57.0                 968 0.003
 8 SM-G532M Build/MMB29T   980 0.003
 9 SM-G610M Build/MMB29K   804 0.003
10 SM-J700M Build/MMB29K   829 0.003
# … with 2,790 more rows
  • 그냥 일단 ‘Windows’, NA, ‘iOS Device’, ‘MacOS’, ’etc’로 5개로


identityD$DeviceInfo <- as.character(identityD$DeviceInfo)
identityD$DeviceInfo <- as.factor(ifelse(is.na(identityD$DeviceInfo),NA,
                                         ifelse(!(identityD$DeviceInfo %in% c('Windows','iOS Device','MacOS')),
                                                'etc',identityD$DeviceInfo)))
summary(identityD$DeviceInfo)
       etc iOS Device      MacOS    Windows       NA's 
     78789      38502      23722      92710      52417 
round(with(identityD,prop.table(table(DeviceInfo,datatype))),2)
            datatype
DeviceInfo   train test
  etc         0.17 0.17
  iOS Device  0.08 0.08
  MacOS       0.05 0.05
  Windows     0.20 0.19
  • train, test 데이터에 고르게 분포


id_12
summary(identityD$id_12)
   Found NotFound 
   42220   243920 
  • NA 없음


round(prop.table(table(identityD$id_12,identityD$datatype)),2)
          
           train test
  Found     0.07 0.07
  NotFound  0.43 0.42
  • train, test 데이터에 고르게 분포


Found->1, NotFound->0 으로 변환

identityD$id_12 <- ifelse(as.character(identityD$id_12)=='Found',1,0)


id_13
summary(identityD$id_13)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  10.00   27.00   52.00   42.41   52.00   64.00   28534 
round(NROW(which(is.na(identityD$id_13)))/NROW(identityD),2)
[1] 0.1
  • NA가 10% 정도…


table(identityD$id_13)

    10     11     12     13     14     15     16     17     18     19 
     1    890      2     21   6427    520      3      3   1218   1147 
    20     21     22     23     24     25     26     27     28     29 
  3804      8      5      1    531   1302      2  73282     77      1 
    30     31     32     33     34     35     36     37     38     39 
     9     38     10  10048      1    317     25      3     22     45 
    40     41     42     43     44     45     46     47     48     49 
     1   1086      9    907     87     26      3      3     12  26365 
    50     51     52     53     54     55     56     57     58     59 
     1    349 109760      4     67    781     19      3     17      1 
    60     61     62     63     64 
     3    108   1752   2050  14429 
  • 10 ~ 64까지 55개 연속적인 값… 명목척도? 서열척도? 등간척도?


ggplot(identityD,aes(x=id_13, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 고르게 분포 X


id_14
summary(identityD$id_14)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -720.0  -360.0  -300.0  -344.5  -300.0   720.0  134739 
round(NROW(which(is.na(identityD$id_14)))/NROW(identityD),2)
[1] 0.47
  • NA가 무려 47%…


table(identityD$id_14)

 -720  -660  -600  -540  -480  -420  -360  -300  -240  -210  -180  -120 
    1     2  1010   195 24245  8751 31196 83733   297     5   204     2 
    0    60   120   180   240   270   300   330   360   420   480   540 
  364   687    98    73    24    20    20    23     3    56   138   118 
  570   600   660   720 
    4   113     1    18 
  • seq(-720,720,60) 에서(25개) 270, 330, 570 이 추가… 60 or 30 단위인거 보면 시간인가… 등간척도? 비율척도?


ggplot(identityD,aes(x=id_14, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 고르게 분포


id_15
summary(identityD$id_15)
  Found     New Unknown    NA's 
 135690  119397   22875    8178 
round(NROW(which(is.na(identityD$id_15)))/NROW(identityD),2)
[1] 0.03


  • NA가 3% 정도…
round(prop.table(table(ifelse(is.na(as.character(identityD$id_15)),'missing',as.character(identityD$id_15)),identityD$datatype)),2)
         
          train test
  Found    0.24 0.24
  missing  0.01 0.02
  New      0.22 0.20
  Unknown  0.04 0.04


  • train, test 데이터에 고르게 분포


id_16
summary(identityD$id_16)
   Found NotFound     NA's 
  132805   122282    31053 
round(NROW(which(is.na(identityD$id_16)))/NROW(identityD),2)
[1] 0.11
  • NA가 11% 정도…


round(prop.table(table(ifelse(is.na(as.character(identityD$id_16)),'missing',as.character(identityD$id_16)),identityD$datatype)),2)
          
           train test
  Found     0.23 0.23
  missing   0.05 0.06
  NotFound  0.22 0.21
  • train, test 데이터에 고르게 분포


Found->1, NotFound->0 으로 변환

identityD$id_16 <- ifelse(as.character(identityD$id_16)=='Found',1,
                          ifelse(as.character(identityD$id_16)=='NotFound',0,NA))


id_17
summary(identityD$id_17)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   166.0   166.0   190.3   225.0   229.0   10805 
round(NROW(which(is.na(identityD$id_17)))/NROW(identityD),2)
[1] 0.04
  • NA가 4% 정도…


table(identityD$id_17)

   100    101    102    103    104    105    106    107    108    109 
   539     22   1443      1      1      1    168     33      3      8 
   110    111    112    113    114    115    116    117    118    119 
    18     35      1      3     24      1      9     74     17     64 
   120    121    122    123    124    125    126    127    128    129 
     6    646     10      2      6      2     19     24     10     22 
   130    131    133    134    135    136    137    138    139    140 
    21     16    110     72     83     20     84     37      1      2 
   141    142    143    144    145    146    147    148    149    150 
    39    285     96    183      2    107     34    482    197    305 
   151    152    153    154    155    156    157    158    159    160 
     8     11      5      1     10     14     11      7    690      1 
   161    162    163    164    165    166    167    168    169    170 
    13     18      9     13      2 150938      3     52      2      2 
   171    172    173    174    175    176    177    178    179    180 
    43      1      1      5      1      4     31     21      2     10 
   181    182    183    184    185    186    187    188    189    190 
     1     50    138     52     16      3      1      6     34     16 
   191    192    193    194    195    196    197    198    199    200 
   378    185      2     43    103      1      9      5     59     40 
   201    202    203    204    205    207    208    209    210    211 
     2      7     21      3     67      6     19      1     96      1 
   212    213    214    215    216    217    218    219    220    222 
    81      3     10      8     27     27    140      1      1      3 
   223    224    225    226    227    228    229 
     3      1 116313     19      1     14      1 
  • 100 ~ 229 에서(130개) 132, 206, 221 가 빠진 127개 level… 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_17, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 고르게 분포


id_18
summary(identityD$id_18)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  10.00   13.00   15.00   14.53   15.00   29.00  190152 
round(NROW(which(is.na(identityD$id_18)))/NROW(identityD),2)
[1] 0.66
  • NA가 무려 66%…


table(identityD$id_18)

   10    11    12    13    14    15    16    17    18    19    20    21 
    1   368  8765 25223    12 53476     1  4489  1113     1   960   207 
   23    24    25    26    27    28    29 
   12   158     3   903   275     7    14 
  • 10 ~ 29 에서(20개) 22가 빠진 19개 level… 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_18, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 약간 고르게 분포


id_19
summary(identityD$id_19)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   266.0   337.0   351.6   427.0   671.0   10916 
round(NROW(which(is.na(identityD$id_19)))/NROW(identityD),2)
[1] 0.04


  • NA가 4% 정도…
table(identityD$id_19)

  100   101   102   103   104   105   106   107   108   109   110   111 
 9998    19    31    88    43    73    14    77     6    31    30    26 
  112   113   114   115   116   117   118   119   120   121   122   123 
   42    33     5     1     7    32     2    27    19   117  2634    17 
  124   125   126   127   128   129   130   131   132   133   134   135 
   19    20    18   272    17    17    22     7    31    24    61     1 
  136   137   138   139   140   141   142   143   144   145   146   147 
   57    13    15   657     8     2    73     1  1078   169   225     3 
  148   149   150   151   152   153   154   155   156   157   158   159 
    2    21    25     7    63  9518    14    34     5    21     2     2 
  160   161   162   163   164   165   166   167   168   169   170   171 
   95   211    18    32    11     3    21    26    31     3    27     2 
  172   173   174   175   176   177   178   179   180   181   182   183 
    1    18     1     3  7786   151   129     2    19   312    22     7 
  184   185   186   187   188   189   190   191   192   193   194   195 
   34     4   226    14    50     8     6    22    24  6333    42     3 
  196   197   198   199   201   202   203   204   205   206   207   208 
   43   411     1    26   138    24    24   229    25     1     4    31 
  209   210   211   212   213   214   215   216   217   218   219   220 
   45    31    11     3     3   588  9133  2773     6    27     3    20 
  221   222   223   224   225   226   227   228   229   231   232   233 
   19   110   275    32    80    27     1    40    18    20     4     3 
  234   235   236   237   238   239   240   241   242   243   244   245 
    5    18    45    24     8    28    10    19   220    29    14    19 
  246   247   248   249   250   251   252   253   254   255   256   257 
   18    35    17    18    51    34    20   233  2696     4   118    19 
  258   259   260   261   262   263   265   266   267   268   269   270 
   42    27    16   101     5     8    18 39541    16    69    61   457 
  271   272   273   274   275   276   277   278   279   280   281   282 
 6385    94     2    19   228     2  1059   300    72   139     5    47 
  283   284   285   286   287   288   289   290   291   292   293   294 
   30    20     1  4656    18    11     4  7272     4     5     1    25 
  295   296   297   298   299   300   301   302   303   304   305   306 
   21    57    24    31   107    29     1    22   394    37    46    47 
  307   308   309   310   311   312   313   314   315   316   317   318 
  612   117     8    52    51  7080     5    28    56     4  4005    26 
  319   320   321   322   323   324   325   326   327   328   329   330 
    1    50  3509    49    19     2    98     2    30    28     4    20 
  331   332   333   334   335   336   337   338   339   340   341   342 
    2    30    38     4    75    18   645     4   624    75  2517    45 
  343   344   345   346   347   348   349   350   351   352   353   354 
   29    19   736    24    93   530    19   177   103  7783     4     4 
  355   356   357   358   359   360   361   362   363   364   365   366 
   23    25     3    34    42   129     1    27     5    18     7    21 
  367   368   369   370   371   372   373   374   375   376   377   378 
    4    98    31    36    31   440   461    86    25     4    22    10 
  379   380   381   382   383   384   385   386   387   388   389   390 
   84   358    25    13   122  2375    29    24    22    11     2  3604 
  391   392   393   394   395   396   397   398   399   400   401   402 
   57     2   152    36   488    25   481    20  1219   424    42     7 
  403   404   405   406   407   408   409   410   411   412   413   414 
   11   170    22     9    78    18    33 22414    66     1     1   584 
  415   416   417   418   419   420   421   422   423   424   425   426 
   15     3  9010    56     6   176    95    22     1   122     3    13 
  427   428   429   430   431   432   433   434   435   436   437   438 
16646    94    25    35    53    47    19     8    24    29    26    63 
  439   440   441   442   443   444   445   446   447   448   449   450 
   52   101    56    24     9    70    66    26    44     4   219     2 
  451   452   453   454   455   456   457   458   459   460   461   462 
   50    63    14  1803    12    20   117     3    30    24     1     5 
  463   464   465   466   467   468   469   470   471   472   473   474 
   28     1     7    20     1    39    49    25    20    69    28   103 
  475   476   477   478   479   480   481   482   483   484   485   486 
   22    25    26   103     5    20    81     6    20  1751     1     1 
  487   488   489   490   491   492   493   494   495   496   497   498 
  277     3    26    61    45  2869    22    52    90    27   113    13 
  499   500   501   502   503   504   505   506   507   508   509   510 
   96    67    84    25     7     4    12    20   121    24    56    41 
  511   512   513   514   515   516   517   518   519   520   521   522 
   25     4     1    49     5   111   215     2    28    39    18    30 
  523   524   525   526   527   528   529   530   531   532   533   535 
    9     1   260    57    50    20 15893    47    18    21   538    20 
  536   537   538   539   540   541   542   543   544   545   546   547 
   76    41    23     3    23    13  9784    27     5    36     2    22 
  548   549   550   551   552   553   554   555   556   557   558   559 
 4996    28     7     3     2    94    39    22    34     2     4   120 
  560   561   562   563   564   565   566   567   568   569   570   571 
   17    26     6    47    54    16    18  4844     2    38    28     1 
  572   573   574   575   576   577   578   579   580   581   582   583 
    6     3  1247    38    20    27    39    90     1    36    38    50 
  584   585   586   587   588   589   590   591   592   593   594   595 
    1   432     3    28    24     2    68    15     6    28     2    27 
  596   597   598   599   600   601   602   603   604   605   606   607 
   22    53    30    18    58    16    47    34     4     2     2  1422 
  608   609   610   611   612   613   614   615   616   617   618   619 
   44    80    10    57     6   249     9    83     2    53    29    20 
  620   621   622   623   624   625   626   627   628   629   630   631 
  240  4029   322    69     1    45     1     2    15   154   747     4 
  632   633   634   635   636   637   638   639   640   641   642   643 
   27  4069    87    10    26     1    51     3    21    20    66     3 
  644   645   646   647   648   649   650   651   652   653   654   655 
  109    36    84     8    19   168   367    65    22   151    25    18 
  656   657   658   659   660   661   662   663   664   665   666   667 
    4     4     5    21     3    29     2     7    17    51    20    68 
  668   669   670   671 
    6   123    53     3 


  • 100 ~ 671 에서(572개) 200,230,264,534가 빠진 568개 level… 서열척도? 등간척도? 비율척도?
ggplot(identityD,aes(x=id_19, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 약간 고르게 분포


id_20
summary(identityD$id_20)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   256.0   472.0   406.4   539.0   661.0   11246 
round(NROW(which(is.na(identityD$id_20)))/NROW(identityD),2)
[1] 0.04
  • NA가 4% 정도…


table(identityD$id_20)

  100   101   102   103   104   105   106   107   108   109   110   111 
 1115     2    10    89    15     7     3  1602     1     1     9   270 
  112   113   114   115   116   117   118   119   120   121   122   123 
    7     8     1     1     2    10    11     6     2    95  1843     4 
  124   125   126   127   128   129   130   131   132   133   134   135 
   11     3     3  4768     2     3     5     2     1     4    31     1 
  136   137   138   139   140   141   142   143   144   145   146   147 
   23     2     2   845     2     1   393     1  1312    34  1883     1 
  148   149   150   151   152   153   154   155   156   157   158   159 
    1     3     5     2    18   771     4    10     1     4     1     4 
  160   161   162   163   165   166   167   168   169   170   171   172 
  226  6434     2     1     8     1     5    10     1     6     1     1 
  173   174   175   176   177   178   179   180   181   182   183   184 
    3     1     1    42  2794  1043     1     2   815     4     2     6 
  185   186   187   188   190   191   192   193   194   195   196   197 
    1   858     2    17     1     1     5   157    16     1    12    93 
  198   199   201   202   203   204   205   206   207   208   209   210 
    1     4    53     4     5   230     7     1     1     4    16     9 
  211   212   213   214   215   216   217   218   219   220   221   222 
    2     1     4 10945   427   956     1     6     1     3     3 20843 
  223   224   225   226   227   228   229   230   231   232   233   234 
  374    11  2268     3     1    14     2     1     7     1     1     1 
  235   236   237   238   239   240   241   242   243   244   245   246 
    2    18     4     2     6     2     2    96     9     5     2     2 
  247   248   249   250   251   252   253   254   255   256   257   258 
   14     2     2    19    11     3   574   275     1  3940     2    12 
  259   260   261   262   263   264   265   266   267   268   269   270 
    5     3   113     1     2     1     6  2355     2    45   242    22 
  271   272   273   274   275   276   277   278   279   280   281   282 
   62   539     1     3     7     1  3097  1656     1  2738     1    17 
  283   284   285   286   288   289   290   292   293   294   295   296 
   17     3     1     7     2     1    23     1     1     5     5    53 
  298   299   300   301   302   303   304   305   306   307   308   309 
   10  1342    83     1     4     8     8  5034    11    11    12     2 
  310   311   312   313   314   315   316   317   318   320   321   322 
   62    37    84     1   420  3582     1    16     4   175   107     8 
  323   324   325   326   327   328   329   330   331   332   333   334 
    2   558 15427     1    13     7     1     3     1    20  6979     1 
  335   336   337   338   339   340   341   342   343   344   345   346 
   56     2   144     1    20   830    16    36     7     1    17     4 
  347   348   349   350   351   352   353   354   355   356   357   358 
   18    16     3   137     8    12     1     1     4     5     1   148 
  359   360   361   362   363   364   365   366   367   368   369   370 
   17   724     1     7     1     2     2     3     1  4384    39    34 
  371   372   373   374   375   376   377   378   379   380   381   382 
   21     6    16     8     5     1     4     2    41     6    25     2 
  383   384   385   386   387   388   389   390   391   392   393   394 
   89   123    15     5     4     2     1     8  3504     1    54  1052 
  396   397   398   399   400   401   402   403   404   405   406   407 
    5    22     3     2    66  3111     1     2   558     4     2     6 
  408   409   410   411   413   414   415   416   417   418   419   420 
    3     5     6   942     1    21     2     1  1859     5     1    43 
  421   422   423   424   425   426   427   428   429   430   431   432 
    1     3     1   377     1     2    34    23     9    20    14    17 
  433   434   435   436   437   438   439   440   441   442   443   444 
    3     2     7    22     8     3   426     8     3     6     2    69 
  445   446   447   448   449   451   452   453   454   455   456   457 
    6    66     5     1     5    20     5     2    12     2   101     4 
  458   459   460   461   462   463   464   465   466   467   468   469 
    2     6    72     1     1    44     1     2     8     1     9  1837 
  471   472   473   474   475   476   477   478   479   480   481   482 
    7  1835    16   145     5    63    21     5     1     4    70     1 
  483   484   485   486   487   488   489   490   491   492   493   494 
  104  2303     4     1    24     1  4816     3     8     1     8     2 
  495   496   497   498   499   500   501   502   503   504   505   506 
    4    17  2315    47    12  5364   389     6     1     1     2     2 
  507   508   509   510   511   512   513   514   515   516   517   518 
34192    18    13     3    27     1     1   425     1     1     3     1 
  519   520   521   522   523   524   525   526   527   528   529   530 
   13     5  1776     4     2     1     1     9    11     2     1    25 
  531   532   533   534   535   536   537   538   539   540   541   542 
   31     2 12483     1  3705    13     8     3     6     2   579     2 
  543   544   545   546   547   548   549   550   551   552   553   554 
    5     1     4     1     2     5 10970     3     1     1     1     1 
  555   556   557   558   559   560   561   562   563   564   565   566 
    2   111     1     1     6     4  2704    10 12280    15  1473  3227 
  567   568   569   570   571   572   573   574   575   576   577   578 
   21   159    21     5     1     7     1     1   381     1     4     4 
  579   580   581   582   583   584   585   586   587   588   589   590 
    3     1    21     3    18     1     1     5    12   603    14    36 
  591   593   595   596   597   598   599   600   601   602   603   604 
    2     3 11814     1  4831    31     1 10345     1    22     3    10 
  605   606   607   609   610   611   612   613   614   615   617   618 
    1     1    11    35   569  2238  3802    23     1     2     1     1 
  619   620   621   622   623   624   625   626   627   628   629   630 
   33     1     3    21   146     1     2     1     1    19     5     3 
  631   632   633   634   635   636   637   638   639   640   641   642 
    2    33   254   113    12    18     1  1352    11     6    31     2 
  643   644   645   646   647   648   649   650   651   652   653   654 
    1     6     2     1     1    61     3    24    10     1     2     2 
  655   656   657   658   659   660   661 
   10     4    12     1     1    20     1 
  • 100 ~ 661 에서(562개) 164,189,200,287,291,297,319,395,412,450,470,592,594,608,616가(15개) 빠진 547개 level… 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_20, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 약간 고르게 분포


id_21
summary(identityD$id_21)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   252.0   277.0   437.3   711.0   854.0  275922 
round(NROW(which(is.na(identityD$id_21)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…?????


table(identityD$id_21)

 100  101  102  103  104  105  106  107  108  109  110  111  112  113  114 
   8   21    1   53    1    4    3    3    1   13    1    1    1    1    2 
 115  117  118  119  120  121  123  124  125  126  128  129  130  131  132 
   1    2    1    1    1    2    4    1    3    4    1    1    2   14    1 
 133  134  135  136  137  138  139  140  141  142  143  144  145  146  147 
   1    1    1    1    4    5    3    1    1   35    1    2    3    1    2 
 148  149  150  151  152  153  154  155  156  157  158  160  161  162  163 
   1    6    1    2    1    1    5    3    1    2    1    2    1    4    1 
 164  166  167  168  169  170  171  172  173  174  176  177  178  179  180 
   5   27    1    2    7    1    1    1    2    1    1    1   11    1    1 
 181  182  183  184  185  186  187  188  189  190  191  192  193  194  195 
   4    1   13    2    4    1    3    4   25    1    8    1    3    1    1 
 196  197  198  199  200  201  202  203  204  205  206  207  208  209  210 
   5    3    1    1    1    6    5    1    4    1    1    1   17    1    3 
 211  212  213  214  215  216  217  218  219  220  221  222  223  224  225 
   1    6    1    1    4    2    2    1    9   20    1   18    3    6    1 
 226  227  228  229  230  231  232  233  234  235  236  237  238  239  240 
  24    1  469    1    1    1   18    1    2    2    1    2    1    1    2 
 241  243  244  245  246  247  248  249  250  251  252  253  254  255  256 
   5    7    1    2    1    2    1   75    1   20 3552    6   12  162   33 
 257  258  259  260  261  262  263  264  265  266  267  268  269  270  272 
  12    1    1    1    1   49    3    1    1   13    1    3    1    1   18 
 273  274  275  276  277  278  279  280  281  282  283  284  285  286  287 
   1    1    1    1  139    1    1    1    2    1    1    1    1   56    7 
 288  289  290  291  292  293  294  295  296  297  298  299  300  301  302 
   8    2   19    1    2    1    3    1    3    1    5    3    1    1    1 
 303  304  305  306  307  308  309  310  312  313  314  315  316  317  318 
   3    2    1   36    1    2    5    9    2    3    1    1    1    1    1 
 319  320  321  322  323  324  325  326  327  329  330  331  332  333  334 
   1    1    2    1   11    1    2    1   23    3    7    3    4    3    2 
 335  336  337  338  339  340  341  342  343  344  345  346  347  348  349 
   1    1    1   10    1    3    1    1    1    1   11    4    7    1    1 
 350  351  352  353  354  355  356  357  358  359  360  361  362  363  364 
   2    2    1   26    2    3    1    2    2    1   12    1    1    8    2 
 365  366  367  368  369  370  371  372  373  374  375  376  377  378  379 
   1    1    7   13    1    1    2    6    2    1    5    3    1    1    2 
 380  381  382  383  384  385  386  387  388  389  390  391  392  393  394 
   1    2    1    5    3    4    5    1    2    1    1    2    3    1    2 
 395  396  397  398  399  400  401  402  403  404  405  406  407  408  409 
   2    1    2    1    1    2    2    3    1    2    1    3    1   10   67 
 410  411  412  413  415  416  417  418  419  420  421  423  424  425  426 
  17    1    1    1    7    2    2    4    1   25    1    1    1    1    1 
 427  428  429  431  432  433  434  435  436  437  438  439  440  441  442 
   3    1    3    1   19   19    1    1    8    3    1    3   47    4    4 
 443  444  445  446  447  448  449  450  451  452  453  454  455  456  457 
   3    2    5    7    5    2    1    2    1    4   45    1    2   14   11 
 458  459  460  461  462  463  464  465  466  467  468  469  470  471  472 
   1   25    3    1   13    1    1    2    2    1    1    2   45    1    2 
 473  474  475  476  477  478  479  480  481  482  483  484  485  486  487 
   1    1    1    1    2    1    6   36    7    1    1    6    1    1    9 
 488  489  490  491  492  493  494  495  496  497  498  499  500  501  502 
   3    1    1    6    2    7    2    1    1    1    3    3   35    9    1 
 503  504  505  506  507  508  509  510  511  512  514  515  516  517  518 
   1    1    4    1    5    2    1    2    7    3    5   21    3    3    1 
 519  520  521  522  523  524  525  526  527  528  529  530  531  532  533 
   2    1    3    1    2    1    9    1    1   18    2    4    2    1    5 
 534  535  536  537  538  539  540  541  542  543  544  545  546  547  548 
   1    3    3   79    4    1    1    7    1    2    1    1    1    1    1 
 549  550  551  552  553  554  555  556  557  558  559  560  561  562  563 
   1    2    1    1    3   14    4    2    1    1    1    1    4    1    2 
 564  565  566  567  568  569  570  571  572  573  574  575  576  577  578 
   4    1    3    2    1    1    7    1    1    8    1    5  167    1    2 
 579  580  581  582  583  584  585  586  587  588  589  590  591  592  593 
   1    1    5   15    1    1   15   13    3    1    1    3   14    1    2 
 594  595  596  597  598  599  600  601  602  603  604  605  606  607  608 
   1    2  114    5    4    1    2   12    2    1    7    1    1    1    1 
 609  610  611  612  613  614  615  617  618  619  620  621  622  623  624 
  24    9    1    2    2    1    1    2    4   19    1    1    3    1    1 
 625  626  627  628  629  630  631  632  633  634  635  636  637  638  639 
   2    1    1    1   25    1    1   10    1    2    1    1    1    1    1 
 640  641  642  643  644  645  646  647  648  649  650  651  652  653  654 
   2    2    1    3    3    1    2    2    1    2    2    3    1    1    1 
 655  657  658  659  660  661  662  663  664  665  666  667  668  669  670 
   1   16    3    2    1    1    1    2    3    1    1    7   68    2    1 
 671  672  673  674  675  676  677  678  679  680  681  682  683  684  685 
   5    3    1    1    2    1    1    1    1    2    2    2    6    2    1 
 686  687  688  689  690  691  692  693  694  695  696  697  698  699  700 
   3    3    5    1    1   15    3   13   10    1    1    1    3   18    1 
 701  702  703  704  705  706  707  708  709  710  711  712  713  714  715 
   1    1    2    1    1    1    1    1    1    1 1796    1    5    1    1 
 716  717  718  719  720  721  722  723  724  725  726  727  728  729  730 
   7    1    1   17   12    2    1    2    1    1    1   15   28    1    2 
 731  733  734  735  736  737  738  739  740  741  743  744  745  746  747 
   2    1   46    1    1    3    1    1    1    1    1    2    1    1    2 
 748  749  750  751  752  753  754  755  756  757  758  759  760  761  762 
   1    1    1    1    4    1    2  115    3   38    1    1    4   12   28 
 763  764  765  766  767  768  769  770  771  772  773  774  775  776  777 
   4    2    3    3    1    4    1  110    1    1    3    1    3    2    2 
 778  779  780  781  782  783  785  786  787  788  789  790  791  792  793 
   1    2    1    1    1    1    1    3    2    1    1    1    1    1    7 
 794  795  796  797  798  799  800  801  802  803  804  805  806  807  808 
   1   18   11    1    3    2    2   17   21    1    2    3    4    2    1 
 809  810  812  813  814  815  816  817  818  819  820  821  822  823  824 
   1    1    3    1    4    1    4    2    7   43   16    2    6    1    1 
 825  826  827  828  829  831  832  833  834  835  836  837  838  839  840 
   1    1    4    1    6    3    1    3    5    9   12    3    1   17    1 
 841  842  843  844  845  846  847  848  849  850  851  852  853  854 
   1    1    1    1    4    2    2   93  154    1    2    5    6   23 
  • 100 ~ 854 에서(755개) 116,122,127,159,165,175,242,271,311,328,414,422,430,513,616,656,732,742,784,811,83가(21개) 빠진 734개 level… 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_21, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 고르게 분포 X


id_22
summary(identityD$id_22)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  10.00   14.00   14.00   15.67   14.00   44.00  275909 
round(NROW(which(is.na(identityD$id_22)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…?????


table(identityD$id_22)

  10   11   12   13   14   15   16   17   18   19   20   21   22   23   24 
   1    1    7    3 9487    8    3    9    2    2    4   15    9    1   21 
  25   26   27   28   29   30   31   32   33   34   35   36   37   38   39 
   1    4   18    3    1    1    7    3   64    1    7   14    1    2   13 
  40   41   42   43   44 
   3  487    3   23    2 
  • 10 ~ 44(35개) level…(빠진 수 없음) 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_22, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 고르게 분포


id_23
summary(identityD$id_23)
  IP_PROXY:ANONYMOUS      IP_PROXY:HIDDEN IP_PROXY:TRANSPARENT 
                2010                 1018                 7203 
                NA's 
              275909 
round(NROW(which(is.na(identityD$id_23)))/NROW(identityD),2)
[1] 0.96


  • NA가 무려 96%…?????
table(ifelse(is.na(as.character(identityD$id_23)),'missing',as.character(identityD$id_23)),identityD$datatype)
                      
                        train   test
  IP_PROXY:ANONYMOUS     1071    939
  IP_PROXY:HIDDEN         609    409
  IP_PROXY:TRANSPARENT   3489   3714
  missing              139064 136845


  • train, test 데이터에 고르게 분포


id_24
summary(identityD$id_24)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  10.00   11.00   11.00   12.98   15.00   26.00  276653 
round(NROW(which(is.na(identityD$id_24)))/NROW(identityD),2)
[1] 0.97
  • NA가 무려 97%…?????


table(identityD$id_24)

  10   11   12   13   14   15   16   17   18   19   20   21   22   23   24 
   1 5666   26    1    1 2948  315    9  104   24    4  222    1    1  141 
  25   26 
   9   14 
  • 10 ~ 26(17개) level…(빠진 수 없음) 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_24, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 약간 고르게 분포


id_25
summary(identityD$id_25)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   321.0   321.0   330.8   360.0   549.0  275969 
round(NROW(which(is.na(identityD$id_25)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…?????


table(identityD$id_25)

 100  101  102  103  104  105  106  107  108  109  110  111  112  113  114 
  10    3    8    4    8    6   10    1    3    2   25    4    2    4    2 
 115  116  118  119  120  121  122  123  124  125  126  127  128  130  131 
   5    3    4    4    2    1   19   97    2    5   64    1    3   15    3 
 132  133  134  136  137  138  139  140  141  142  143  144  145  146  147 
   2    4    9    2    2    3    1    3    5    9   54    5    4    5    2 
 148  150  151  152  153  154  155  156  157  158  159  160  161  162  163 
   8    1    3    7    1    7    8    2   13   18    6    4   16    3    1 
 164  165  166  167  168  169  170  171  172  173  174  175  176  177  178 
   3    2    2   11    5    2   29    8    5    3    4    2    3   19    2 
 179  180  181  182  183  184  185  186  187  188  189  190  191  192  193 
   3    3   17    2    3   20    2    2    3    2    1    3   11    1    5 
 194  195  196  197  198  199  200  201  202  203  204  205  206  207  208 
  15    2    2    5    5    8    1    4    7   14   11  569    4    2    6 
 209  210  211  212  213  214  215  216  217  218  219  221  222  223  224 
   1    9    3    2    2    3    3   17    3    6    2    7    4    4    6 
 225  226  227  228  229  230  231  232  233  234  235  236  237  238  239 
  10   12    4    3    3    1   10    3    3    2    3   56    5    3   45 
 240  241  242  243  244  245  246  247  248  249  250  251  252  253  254 
   3    3    8    4    2    3    3   48    3    3   36    7    4    6   12 
 255  256  257  258  259  260  261  262  263  264  265  266  267  268  269 
   2    1    3   26    5    9    1    1    3   27    5    4    3    6    6 
 270  271  272  273  274  275  276  277  278  279  280  281  282  283  284 
  37    4    5    3    3    6    6   12    3    2    1    2    1    1   12 
 285  286  287  288  289  290  291  292  293  294  295  296  297  298  299 
   2   15    3    3    2    4    2    2    1    4    4   15    5    3   17 
 300  301  302  303  304  305  306  307  308  309  310  311  312  313  314 
   7    7    9    4    6    5    1    5    4    2    8    5    2    2   18 
 315  316  317  318  319  320  321  323  324  325  326  327  328  329  330 
   5    2    1    4    2   11 5233    2    4    5    2    5    2    2   13 
 331  332  333  334  335  336  337  338  339  341  342  343  344  345  346 
   2    6    3    2    2    3   10    1   18    7    1    4    2   18    5 
 347  348  349  350  351  352  353  354  355  356  357  358  359  360  361 
   2    5    3    4    5    2    2    2   25   38    2    2   36   17    4 
 362  363  364  365  366  367  368  369  370  371  372  373  374  375  376 
   1    1    3    3    4    2    1    3    4  132    6    4    5    6    2 
 377  378  379  380  381  382  383  384  385  386  387  388  389  390  391 
   2    2    9    1   20    3   15    4   51    2    3    2    1    6   24 
 392  393  394  395  396  397  398  400  401  402  403  404  405  406  407 
   2    3    1    2    3    2    1    6    1    3    8   14   12    4    1 
 408  409  410  411  412  413  414  415  416  417  418  419  420  421  422 
   8    5    6    2    3    2    5    9    2   10    3    1    3    2   21 
 423  424  425  426  427  428  429  430  431  432  433  434  435  436  437 
   2    7    1  469    3    2    4   12   21   53    5    2    9    3    5 
 438  439  440  441  442  443  444  445  446  447  449  450  451  452  453 
  13    6    7    4  188   23    3    3    2    1   10    2    1   10    4 
 454  455  456  457  458  459  460  461  462  463  464  465  466  467  468 
  10   21    3    8   12    8   24    3    2   55    2    3    6    2    4 
 469  470  471  472  473  474  475  477  478  479  480  481  482  483  484 
   2    3    4   45    1    2    3    4    4   59    4   31    3    5    6 
 485  486  487  488  489  490  491  492  493  494  495  496  497  498  499 
  16   43    1    3    6    4    3   10    1    2    3    3    3   10   18 
 500  501  502  503  504  505  506  507  508  509  510  511  512  513  514 
   3  151    2    6    3   51    1    4    7  115    4   36   25    1    5 
 515  516  517  518  519  520  521  522  523  524  525  526  527  528  529 
   7   35    1    8   11    3    4    8   13  114    4    1    2    6    2 
 530  531  532  533  534  535  536  537  538  539  540  541  542  543  544 
   1    1    5    2    2   11    4    8   12    1    4    3    1    1    6 
 545  546  547  548  549 
  16    3    1   11    4 
  • 100 ~ 549(450개) 에서 117,129,135,149,220,322,340,399,448,476(10개) 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_25, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 고르게 분포


id_26
summary(identityD$id_26)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   121.0   147.0   150.9   173.8   216.0  275930 
round(NROW(which(is.na(identityD$id_26)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…?????


table(identityD$id_26)

 100  101  102  103  104  105  106  107  108  109  110  111  112  113  114 
 891    1  583   11    1    1   44   22    3    3   14   25    1    3   19 
 115  116  117  118  119  120  121  122  123  124  125  126  127  128  129 
   1    5   78   12  669    4  176    6    2    4    2   15    1    5   16 
 130  131  132  133  134  135  136  137  138  139  140  141  142  143  144 
  11   10    1   53   39    8   20  441   40    1    2   11 1126   56   24 
 145  146  147  149  150  152  153  154  155  156  157  158  159  160  161 
   2  179  547   67   48   28    3    1    3   42   13    4   19    1 1576 
 162  163  164  165  166  167  168  169  170  171  172  173  174  175  176 
  89   45    9    2   18    3   74  410    2    9    1    1    3    1    3 
 177  178  179  180  181  182  183  184  185  186  187  188  189  190  191 
  36   18    2   13    1  225   15 1196   19   11    1    3   16  135    9 
 192  193  194  195  196  197  198  199  200  201  202  203  204  205  206 
   3    2  120    2    1    3    1   34    3    7    6   10   20   11    5 
 207  208  209  210  211  212  213  214  215  216 
   1    3    3    1    9   15    5    1  228  352 
  • 100 ~ 216(117개) 에서 148,151(2개) 빠진 115개 level… 서열척도? 등간척도? 비율척도?


ggplot(identityD,aes(x=id_26, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 약간 고르게 분포


id_27
summary(identityD$id_27)
   Found NotFound     NA's 
   10214       17   275909 
round(NROW(which(is.na(identityD$id_27)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…?????


table(ifelse(is.na(identityD$id_27),'missing',as.character(identityD$id_27)),identityD$datatype)
          
            train   test
  Found      5155   5059
  missing  139064 136845
  NotFound     14      3
  • train, test 데이터에 고르게 분포 -> 근데 클래스 불균형 너무 심함.


Found->1, NotFound->0 으로 변환

identityD$id_27 <- ifelse(as.character(identityD$id_27)=='Found',1,
                          ifelse(as.character(identityD$id_27)=='NotFound',0,NA))


id_28
summary(identityD$id_28)
 Found    New   NA's 
151813 125943   8384 
round(NROW(which(is.na(identityD$id_28)))/NROW(identityD),2)
[1] 0.03
  • NA가 3% 정도…


round(prop.table(table(ifelse(is.na(identityD$id_28),'missing',as.character(identityD$id_28)),identityD$datatype)),2)
         
          train test
  Found    0.27 0.26
  missing  0.01 0.02
  New      0.23 0.21
  • train, test 데이터에 고르게 분포


Found->1, NotFound->0 으로 변환

identityD$id_28 <- ifelse(as.character(identityD$id_28)=='Found',1,
                          ifelse(as.character(identityD$id_28)=='New',0,NA))


id_29
summary(identityD$id_29)
   Found NotFound     NA's 
  149264   128492     8384 
round(NROW(which(is.na(identityD$id_29)))/NROW(identityD),2)
[1] 0.03
  • NA가 3% 정도…


round(prop.table(table(ifelse(is.na(identityD$id_29),'missing',as.character(identityD$id_29)),identityD$datatype)),2)
          
           train test
  Found     0.26 0.26
  missing   0.01 0.02
  NotFound  0.23 0.22
  • train, test 데이터에 고르게 분포


Found->1, NotFound->0 으로 변환

identityD$id_29 <- ifelse(as.character(identityD$id_29)=='Found',1,
                          ifelse(as.character(identityD$id_29)=='New',0,NA))


id_30
str(identityD$id_30)
 Factor w/ 87 levels "Android","Android 4.4.2",..: 8 28 NA NA 45 70 NA 1 NA NA ...
  • os 인듯 -> level(현재 87개) 줄일 수 있을듯


round(NROW(which(is.na(identityD$id_30)))/NROW(identityD),2)
[1] 0.48
  • NA가 무려 48%…


level이 너무 많으므로 합치기

tmp <- identityD %>% group_by(id_30) %>%
  summarise(n=n(),prop=round(n/NROW(identityD),3)) %>% arrange(desc(prop))
tmp
# A tibble: 88 x 3
   id_30                 n  prop
   <fct>             <int> <dbl>
 1 <NA>             137916 0.482
 2 Windows 10        42170 0.147
 3 Windows 7         23478 0.082
 4 iOS 12.1.0         6349 0.022
 5 Mac OS X 10_12_6   3884 0.014
 6 iOS 11.1.2         3776 0.013
 7 iOS 11.2.1         3824 0.013
 8 Mac OS X 10_11_6   3802 0.013
 9 Android 7.0        3573 0.012
10 iOS 11.4.1         3539 0.012
# … with 78 more rows
  • 형태보니까 ’ ’로 한번 자르고 앞에꺼 하면 될듯.


identityD$id_30 <- as.character(identityD$id_30)
identityD$id_30 <- stringr::str_split(string=identityD$id_30, pattern=' ', simplify=T)[,1]
table(identityD$id_30)

Android    func     iOS   Linux     Mac   other Windows 
  11783      21   38502    2488   25634      19   69777 
  • 여기서 ‘Android’, ‘iOS’, ‘Mac’, ‘Windows’, ‘etc’, NA로(6 levels)


identityD$id_30 <- as.factor(ifelse(is.na(identityD$id_30),NA,
                                    ifelse(identityD$id_30 %in% c('func','Linux','other'),'etc',identityD$id_30)))

round(with(identityD,prop.table(table(id_30,datatype))),2)
         datatype
id_30     train test
  Android  0.04 0.04
  etc      0.01 0.01
  iOS      0.13 0.13
  Mac      0.09 0.08
  Windows  0.25 0.22
  • train, test 데이터에 고르게 분포


id_31
str(identityD$id_30)
 Factor w/ 5 levels "Android","etc",..: 1 3 NA NA 4 5 NA 1 NA NA ...
  • 인터넷 검색 사이트 인듯 -> level(현재 172개) 줄일 수 있을듯


round(NROW(which(is.na(identityD$id_31)))/NROW(identityD),2)
[1] 0.03
  • NA가 3% 정도…


level이 너무 많으므로 합치기

tmp <- identityD %>% group_by(id_31) %>%
  summarise(n=n(),prop=round(n/NROW(identityD),3)) %>% arrange(desc(prop))
tmp
# A tibble: 173 x 3
   id_31                     n  prop
   <fct>                 <int> <dbl>
 1 mobile safari 11.0    23655 0.083
 2 chrome 63.0           22168 0.077
 3 chrome 70.0           16054 0.056
 4 ie 11.0 for desktop   14203 0.05 
 5 mobile safari 12.0    13098 0.046
 6 mobile safari generic 11474 0.04 
 7 chrome 71.0            9489 0.033
 8 <NA>                   9233 0.032
 9 chrome 69.0            8294 0.029
10 safari generic         8195 0.029
# … with 163 more rows
  • 형태보니까 ’ ’로 한번 자르고 앞에 2개 보면 될듯.


identityD$id_31 <- as.character(identityD$id_31)
tmp <- stringr::str_split(string=identityD$id_31, pattern=' ', simplify=T)[,1:2]
identityD$id_31 <- ifelse(tmp[,2]=='safari','safari',tmp[,1])
sort(table(identityD$id_31),decreasing=T)

           chrome            safari                ie           firefox 
           155502             69866             15603             14388 
             edge           samsung            google           android 
            11985              4584              2146              1051 
            opera             other  Samsung/SM-G532M   Generic/Android 
              843               340               150               138 
         facebook  Samsung/SM-G531H Microsoft/Windows              silk 
              123                52                25                19 
           mobile         ZTE/Blade                uc            comodo 
               18                 9                 8                 6 
             line           maxthon               aol         icedragon 
                6                 6                 5                 5 
  Mozilla/Firefox          palemoon       Lanix/Ilium            puffin 
                5                 4                 3                 2 
         waterfox        blackberry          BLU/Dash            Cherry 
                2                 1                 1                 1 
         chromium          cyberfox       Inco/Minion              iron 
                1                 1                 1                 1 
         LG/K-200          M4Tel/M4       Nokia/Lumia               rim 
                1                 1                 1                 1 
      Samsung/SCH         seamonkey 
                1                 1 
  • 여기서 ‘chrome’, ‘safari’, ‘ie’, ‘firefox’, ‘edge’, ‘etc’, NA로(7 levels)


identityD$id_31 <- as.factor(ifelse(is.na(identityD$id_31),NA,
                                    ifelse(!(identityD$id_31 %in% c('chrome','safari','ie','firefox','edge')),
                                           'etc',identityD$id_31)))

round(with(identityD,prop.table(table(id_31,datatype))),2)
         datatype
id_31     train test
  chrome   0.27 0.29
  edge     0.02 0.02
  etc      0.01 0.02
  firefox  0.03 0.03
  ie       0.04 0.02
  safari   0.13 0.12
  • train, test 데이터에 고르게 분포


id_32
summary(identityD$id_32)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00   24.00   24.00   26.37   32.00   48.00  137883 


round(NROW(which(is.na(identityD$id_32)))/NROW(identityD),2)
[1] 0.48
  • NA가 무려 48%…


table(identityD$id_32)

     0      8     16     24     32     48 
     6     11    121 104040  44077      2 
  • seq(0,48,8) 로(6개)… 메모리인듯


등간척도라고 가정하고 0~5 값을 가지는 numeric변수로 변환

identityD$id_32 <- ifelse(identityD$id_32==0,0,
                          ifelse(identityD$id_32==8,1,
                                 ifelse(identityD$id_32==16,2,
                                        ifelse(identityD$id_32==24,3,
                                               ifelse(identityD$id_32==32,4,
                                                      ifelse(identityD$id_32==48,5,NA))))))


round(with(identityD,prop.table(table(id_32,datatype))),2)
     datatype
id_32 train test
    0  0.00 0.00
    1  0.00 0.00
    2  0.00 0.00
    3  0.36 0.34
    4  0.16 0.13
    5  0.00 0.00
  • train, test 데이터에 고르게 분포


id_33
summary(identityD$id_33)
1920x1080  1366x768  1334x750 2208x1242  1440x900  1600x900 2048x1536 
    33742     15046     11550      9113      8127      6603      6556 
2436x1125 2560x1600  1280x800 2880x1800 2560x1440 1680x1050 1280x1024 
     4230      3871      3704      3644      3325      3176      3071 
 1136x640  1280x720  1024x768 1920x1200 2001x1125 2220x1080 2220x1081 
     2825      2407      2051      1892      1875      1430      1061 
3360x2100 5120x2880  1366x767 2732x2048 3840x2160 2736x1824 2224x1668 
      870       866       836       791       588       567       551 
2688x1242 4096x2304  1360x768   855x480 1919x1080 2160x1440 2961x1442 
      469       460       454       405       315       285       277 
1921x1081 3200x1800 1919x1079  1024x600  1792x828  1365x768 2560x1080 
      275       261       258       250       232       217       208 
3000x2000 2562x1442  1280x768 3440x1440 1600x1200 2400x1350 1280x1025 
      190       171       167       166       165       153       143 
 1152x864   960x540 1920x1079 2960x1440  1600x899 2048x1152 2880x1442 
      140       137       130       117       105        96        92 
 1536x864 1280x1023   801x480  1599x900 2880x1440 2112x1188  1152x720 
       85        84        83        80        80        75        72 
 1280x960 2672x1440  1502x844  1024x767  1281x721 1920x1281  1364x768 
       67        65        63        59        58        57        52 
2160x1081 2256x1504 2400x1600 3840x2400 1920x1081  1599x899 2880x1620 
       52        51        51        51        49        47        45 
1679x1049  1624x750  1229x691  1728x972 2049x1536  1727x971 1279x1023 
       44        44        43        40        37        35        31 
2048x1280  1023x768  1024x640 2161x1080 1279x1024  1707x960 2049x1152 
       29        27        27        27        26        26        26 
2160x1080 2735x1823  1440x810  1440x720 2388x1668 3240x2160 1400x1050 
       26        26        25        24        23        22        21 
  (Other)      NA's 
     1299    142180 
  • 해상도 인듯 -> level(현재 461개) 줄일 수 있거나 가로, 세로로 쪼갤 수 있을듯


round(NROW(which(is.na(identityD$id_33)))/NROW(identityD),2)
[1] 0.5
  • NA가 무려 50% 정도…


’x’로 한번 자르고 numeric변수 2개 만들기

identityD$id_33 <- as.character(identityD$id_33)
tmp <- stringr::str_split(string=identityD$id_33, pattern='x', simplify=T)[,1:2]
identityD$id_33_1 <- as.numeric(tmp[,1])
identityD$id_33_2 <- as.numeric(tmp[,2])
identityD$id_33 <- NULL


ggplot(identityD,aes(x=id_33_1, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

ggplot(identityD,aes(x=id_33_2, color=datatype)) + geom_histogram(fill='white',position='dodge',bins=100)

  • train, test 데이터에 약간 고르게 분포


id_34
summary(identityD$id_34)
match_status:-1  match_status:0  match_status:1  match_status:2 
              3             415           17377          132185 
           NA's 
         136160 
  • match_status 이게뭐지??? html 크롤링할 때 나오는건가


round(NROW(which(is.na(identityD$id_34)))/NROW(identityD),2)
[1] 0.48
  • NA가 무려 48% 정도…


table(ifelse(is.na(identityD$id_34),'missing',as.character(identityD$id_34)),identityD$datatype)
                 
                  train  test
  match_status:-1     3     0
  match_status:0    415     0
  match_status:1  17376     1
  match_status:2  60011 72174
  missing         66428 69732
  • 클래스 불균형이 너무 심함


-1,0은 합치자

identityD$id_34 <- as.character(identityD$id_34)
identityD$id_34 <- as.factor(ifelse(identityD$id_34 %in% c('match_status:-1','match_status:0'),'<=0',
                                    ifelse(identityD$id_34=='match_status:1',1,
                                           ifelse(identityD$id_34=='match_status:2',2,NA))))


round(with(identityD,prop.table(table(id_34,datatype))),2)
     datatype
id_34 train test
  <=0  0.00 0.00
  1    0.12 0.00
  2    0.40 0.48
  • train, test 데이터에 약간 고르게 분포


id_35, id_36, id_37, id_38
sapply(identityD[,c('id_35','id_36','id_37','id_38')],summary)
      id_35     id_36     id_37     id_38    
Mode  "logical" "logical" "logical" "logical"
FALSE "128498"  "267353"  "62813"   "168980" 
TRUE  "149464"  "10609"   "215149"  "108982" 
NA's  "8178"    "8178"    "8178"    "8178"   
  • 모두 True or False 값을 가지고 있음


sapply(identityD[,c('id_35','id_36','id_37','id_38')],
       function(x){round(NROW(which(is.na(x)))/NROW(identityD),2)})
id_35 id_36 id_37 id_38 
 0.03  0.03  0.03  0.03 
round(NROW(which(is.na(identityD$id_35)))/NROW(identityD),2)
[1] 0.03
  • 모두 NA가 3% 정도…


수치형(T->1, F->0)으로 변환

for(i in c('id_35','id_36','id_37','id_38'))
  identityD[,i] <- as.numeric(identityD[,i])


for(i in c('id_35','id_36','id_37','id_38'))
  print(round(prop.table(table(ifelse(is.na(identityD[,i]),'missing',identityD[,i]),identityD$datatype)),2))
         
          train test
  0        0.22 0.23
  1        0.27 0.25
  missing  0.01 0.02
         
          train test
  0        0.47 0.47
  1        0.02 0.01
  missing  0.01 0.02
         
          train test
  0        0.11 0.11
  1        0.39 0.37
  missing  0.01 0.02
         
          train test
  0        0.26 0.33
  1        0.23 0.15
  missing  0.01 0.02
  • 모두 train, test 데이터에 고르게 분포


(1)-2. Numeric Features

id_01
summary(identityD$id_01)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-100.00  -10.00   -5.00  -10.74   -5.00    0.00 
  • NA는 없음.


구체적인 값

table(identityD$id_01)

  -100    -99    -96    -95    -94    -93    -92    -91    -90    -89 
  1706      2      4    698      1      2      3      1    323      1 
   -88    -87    -86    -85    -84    -83    -82    -80    -78    -77 
     4      5      1    249      1      1      1    373      1      1 
   -76    -75    -73    -72    -71    -70    -69    -66    -65    -64 
     3    196      1      3      4    205      1      3    361      7 
   -63    -62    -61    -60    -58    -57    -56    -55    -54    -53 
     4      6     14   1596      3      3      4    576      2      2 
   -52    -51    -50    -49    -48    -47    -46    -45    -44    -43 
     2      3   1600      1      2      8      6   6695      4      2 
   -42    -41    -40    -39    -38    -37    -36    -35    -34    -33 
     4      1   2409      2      6      5      1   2809     12     11 
   -32    -31    -30    -29    -28    -27    -26    -25    -24    -23 
    12     17   1754      7      9     11     30   9640      1      9 
   -22    -21    -20    -19    -18    -17    -16    -15    -14    -13 
     6     23  22341     12     32     20     38  12722     18     10 
   -12    -11    -10     -9     -8     -7     -6     -5      0 
    24     39  23050      5      7     18     26 164749  31555 
  • seq(-100,0,1)의 범위(정수)를 갖고 있음, 범주형이라 치면 level 89개 존재(-98,-97,-81,-79,-74,-68,-67,-59,-4,-3,-2,-1 빼고)


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_01,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-100.00  -10.00   -5.00  -10.17   -5.00    0.00 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-100.00  -12.50   -5.00  -11.33   -5.00    0.00 
# 히스토그램, 박스플롯 비교
p1 <- ggplot(identityD,aes(y=id_01, x=datatype, color=datatype)) + geom_boxplot(show.legend=F)
p2 <- ggplot(identityD,aes(x=id_01, color=datatype)) +
  geom_histogram(fill='white',position='dodge',bins=100) + theme(legend.position=c(0.5,0.5))
gridExtra::grid.arrange(p1,p2,ncol=2)

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_01[identityD$datatype=='train'],identityD$id_01[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_01[identityD$datatype == "train"] and identityD$id_01[identityD$datatype == "test"]
W = 10974000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_02
summary(identityD$id_02)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
      1   65946  129158  183562  245795  999869    8292 
round(NROW(which(is.na(identityD$id_02)))/NROW(identityD),2)
[1] 0.03
  • NA는 약 3%정도…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_02,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
      1   67992  125800  174717  228749  999595    3361 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
      2   63340  133190  192659  265718  999869    4931 
# 히스토그램, 박스플롯 비교
p1 <- ggplot(identityD,aes(y=id_02, x=datatype, color=datatype)) + geom_boxplot(show.legend=F)
p2 <- ggplot(identityD,aes(x=id_02, color=datatype)) +
  geom_histogram(fill='white',position='dodge',bins=100,alpha=0.9) + theme(legend.position=c(0.5,0.5))
gridExtra::grid.arrange(p1,p2,ncol=2)

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_02[identityD$datatype=='train'],identityD$id_02[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_02[identityD$datatype == "train"] and identityD$id_02[identityD$datatype == "test"]
W = 9378900000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_03
summary(identityD$id_03)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -13.00    0.00    0.00    0.06    0.00   11.00  153335 
round(NROW(which(is.na(identityD$id_03)))/NROW(identityD),2)
[1] 0.54
  • NA가 무려 54%….


구체적인 값

table(identityD$id_03)

   -13    -12    -11    -10     -9     -8     -7     -6     -5     -4 
     3     19     20     26     27     41     54     84     88     56 
    -3     -2     -1      0      1      2      3      4      5      6 
    12     58     18 127811   1645    806   1442    184    264    134 
     7      8      9     10     11 
     6      1      4      1      1 
  • seq(-13,11,1)의 범위(정수)를 갖고 있음, 범주형이라 치면 level 25개 존재


분포비교 : train 데이터 vs test 데이터

# 수치값 비교
tapply(identityD$id_03,identityD$datatype,summary)
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -13.00    0.00    0.00    0.06    0.00   10.00   77909 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -12.00    0.00    0.00    0.05    0.00   11.00   75426 
tmp <- tapply(identityD$id_03,identityD$datatype,table)
(tmp <- merge(data.frame(tmp$train),data.frame(tmp$test),by='Var1',all=T, suffixes=c('_train','_test')))
   Var1 Freq_train Freq_test
1   -13          3        NA
2   -12          3        16
3   -11          6        14
4   -10         17         9
5    -9          6        21
6    -8         14        27
7    -7         21        33
8    -6         31        53
9    -5         33        55
10   -4         21        35
11   -3          8         4
12   -2         12        46
13   -1         12         6
14    0      63903     63908
15    1        863       782
16    2        421       385
17    3        668       774
18    4        100        84
19    5        109       155
20    6         64        70
21    7          4         2
22    8          1        NA
23    9          3         1
24   10          1        NA
25   11         NA         1
# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_03[identityD$datatype=='train'],identityD$id_03[identityD$datatype=='test']) # p-value가 0.05보다 크네...?

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_03[identityD$datatype == "train"] and identityD$id_03[identityD$datatype == "test"]
W = 2208200000, p-value = 0.1192
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포한 줄 알았으나 wilcox.test에서는 다르게 분포한다고 나옴…


id_04
summary(identityD$id_04)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -28.00    0.00    0.00   -0.07    0.00    0.00  153335 
round(NROW(which(is.na(identityD$id_04)))/NROW(identityD),2)
[1] 0.54
  • NA가 무려 54%….


table(identityD$id_04)

   -28    -19    -13    -12    -11    -10     -9     -8     -7     -6 
     2      1     36    111     75     63    133    100     67    297 
    -5     -4     -3     -2     -1      0 
   317     88     26     31     68 131390 
  • [-28, -19, seq(-13,0,1)]의 범위(정수)를 갖고 있음, 범주형이라 치면 level 16개 존재


분포비교 : train 데이터 vs test 데이터

# 수치값 비교
tapply(identityD$id_04,identityD$datatype,summary)
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -28.00    0.00    0.00   -0.06    0.00    0.00   77909 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -19.00    0.00    0.00   -0.09    0.00    0.00   75426 
tmp <- tapply(identityD$id_04,identityD$datatype,table)
(tmp <- merge(data.frame(tmp$train),data.frame(tmp$test),by='Var1',all=T, suffixes=c('_train','_test')))
   Var1 Freq_train Freq_test
1   -28          2        NA
2   -13         24        12
3   -12         34        77
4   -11         35        40
5   -10         30        33
6    -9         26       107
7    -8         64        36
8    -7         21        46
9    -6         98       199
10   -5        132       185
11   -4         51        37
12   -3         10        16
13   -2         15        16
14   -1         43        25
15    0      65739     65651
16  -19         NA         1
# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_04[identityD$datatype=='train'],identityD$id_04[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_04[identityD$datatype == "train"] and identityD$id_04[identityD$datatype == "test"]
W = 2212700000, p-value = 0.00000000007027
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_05
summary(identityD$id_05)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
-81.000   0.000   0.000   1.432   1.000  52.000   14525 
round(NROW(which(is.na(identityD$id_05)))/NROW(identityD),2)
[1] 0.05
  • NA가 5% 정도…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_05,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
-72.000   0.000   0.000   1.616   1.000  52.000    7368 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
-81.000   0.000   0.000   1.246   1.000  52.000    7157 
# 히스토그램 비교
ggplot(identityD,aes(x=id_05, color=datatype)) +
  geom_histogram(fill='white',position='dodge',bins=100) +
  theme(legend.position=c(0.5,0.5))

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_05[identityD$datatype=='train'],identityD$id_05[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_05[identityD$datatype == "train"] and identityD$id_05[identityD$datatype == "test"]
W = 9567700000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_06
summary(identityD$id_06)
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
-100.000   -6.000    0.000   -6.751    0.000    0.000    14525 
round(NROW(which(is.na(identityD$id_06)))/NROW(identityD),2)
[1] 0.05
  • NA가 5% 정도…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_06,identityD$datatype,summary) # 수치값 비교
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
-100.000   -6.000    0.000   -6.699    0.000    0.000     7368 

$test
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
-100.000   -6.000    0.000   -6.804    0.000    0.000     7157 
# 히스토그램 비교
ggplot(identityD,aes(x=id_06, color=datatype)) +
  geom_histogram(position='dodge',bins=100,alpha=0.2) + theme(legend.position=c(0.5,0.5))

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_06[identityD$datatype=='train'],identityD$id_06[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_06[identityD$datatype == "train"] and identityD$id_06[identityD$datatype == "test"]
W = 9548600000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_07
summary(identityD$id_07)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -46.00    4.00   13.00   12.89   21.00   61.00  275926 
round(NROW(which(is.na(identityD$id_07)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_07,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -46.00    5.00   14.00   13.29   22.00   61.00  139078 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -41.00    3.00   12.00   12.49   21.00   59.00  136848 
# 히스토그램, 박스플롯 비교
p1 <- ggplot(identityD,aes(y=id_07, x=datatype, color=datatype)) + geom_boxplot(show.legend=F)
p2 <- ggplot(identityD,aes(x=id_07, color=datatype)) +
  geom_histogram(fill='white',position='dodge',bins=100,alpha=0.9) + theme(legend.position=c(0.9,0.5))
gridExtra::grid.arrange(p1,p2,ncol=2)

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_07[identityD$datatype=='train'],identityD$id_07[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_07[identityD$datatype == "train"] and identityD$id_07[identityD$datatype == "test"]
W = 13791000, p-value = 0.0000004497
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_08
summary(identityD$id_08)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -100.0   -47.0   -34.0   -37.6   -23.0     0.0  275926 
round(NROW(which(is.na(identityD$id_08)))/NROW(identityD),2)
[1] 0.96
  • NA가 무려 96%…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_08,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -100.0   -48.0   -34.0   -38.6   -23.0     0.0  139078 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
-100.00  -46.00  -33.00  -36.58  -23.00    0.00  136848 
# 히스토그램, 박스플롯 비교
p1 <- ggplot(identityD,aes(y=id_08, x=datatype, color=datatype)) + geom_boxplot(show.legend=F)
p2 <- ggplot(identityD,aes(x=id_08, color=datatype)) +
  geom_histogram(fill='white',position='dodge',bins=100,alpha=0.9) + theme(legend.position=c(0.9,0.9))
gridExtra::grid.arrange(p1,p2,ncol=2)

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_08[identityD$datatype=='train'],identityD$id_09[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_08[identityD$datatype == "train"] and identityD$id_09[identityD$datatype == "test"]
W = 9399800, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_09
summary(identityD$id_09)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -36.00    0.00    0.00    0.08    0.00   25.00  136876 
round(NROW(which(is.na(identityD$id_09)))/NROW(identityD),2)
[1] 0.48
  • NA가 무려 48%…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_09,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -36.00    0.00    0.00    0.09    0.00   25.00   69307 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -32.00    0.00    0.00    0.08    0.00   16.00   67569 
tmp <- tapply(identityD$id_09,identityD$datatype,table)
(tmp <- merge(data.frame(tmp$train),data.frame(tmp$test),by='Var1',all=T, suffixes=c('_train','_test')))
   Var1 Freq_train Freq_test
1   -36          1        NA
2   -31          3         1
3   -30          1        NA
4   -26          2         2
5   -24          1        NA
6   -23          4        NA
7   -22          4        NA
8   -21          3        NA
9   -20          1         1
10  -19          2        NA
11  -18          2        NA
12  -17          4        NA
13  -15          2        NA
14  -14          1        NA
15  -13          4         2
16  -12          4        16
17  -11         18        16
18  -10         39        17
19   -9         27        34
20   -8         37        50
21   -7         39        45
22   -6         66        80
23   -5         60        88
24   -4         42        96
25   -3         31        25
26   -2         27        40
27   -1         38        23
28    0      70378     70014
29    1       1616      1381
30    2        773       731
31    3        966      1008
32    4        270       180
33    5        207       243
34    6        145       140
35    7         33        23
36    8         23        20
37    9         16        12
38   10         11         9
39   11          6         9
40   12          6         4
41   13          4         5
42   14          1         1
43   15          3         1
44   16          3         1
45   17          1        NA
46   25          1        NA
47  -32         NA         9
48  -29         NA         1
49  -28         NA         6
50  -27         NA         3
51  -16         NA         1
# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_09[identityD$datatype=='train'],identityD$id_09[identityD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_09[identityD$datatype == "train"] and identityD$id_09[identityD$datatype == "test"]
W = 2798700000, p-value = 0.00005065
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


id_10
summary(identityD$id_10)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
-100.00    0.00    0.00   -0.27    0.00    0.00  136876 
round(NROW(which(is.na(identityD$id_10)))/NROW(identityD),2)
[1] 0.48
  • NA가 무려 48%…
  • 정수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_10,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -100.0     0.0     0.0    -0.3     0.0     0.0   69307 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
-100.00    0.00    0.00   -0.25    0.00    0.00   67569 
tmp <- tapply(identityD$id_10,identityD$datatype,table)
(tmp <- merge(data.frame(tmp$train),data.frame(tmp$test),by='Var1',all=T, suffixes=c('_train','_test')))
   Var1 Freq_train Freq_test
1  -100         20         1
2   -68          2        NA
3   -65          1        NA
4   -64          1        11
5   -60          4        NA
6   -59          1        NA
7   -58          1         2
8   -57          1        NA
9   -56          4        NA
10  -55          1         1
11  -54          7        NA
12  -53          1        NA
13  -51          1        NA
14  -50          1         3
15  -49          4         1
16  -47          6        NA
17  -45          1         1
18  -44          1         5
19  -43          5        NA
20  -42          1        NA
21  -41          1        NA
22  -40          1         5
23  -39          3         1
24  -38          5         1
25  -37          2         1
26  -36          3        NA
27  -35          4        NA
28  -34          3         1
29  -33         10         2
30  -32          2         4
31  -31         10         3
32  -30         10         8
33  -29         13         3
34  -28         25         9
35  -27          7         4
36  -26          7         8
37  -25         13         5
38  -24         15        16
39  -23          7         1
40  -22         14         3
41  -21         16         1
42  -20          6         8
43  -19         11         6
44  -18         11         6
45  -17          7         7
46  -16         33         8
47  -15         18         4
48  -14         17        11
49  -13         89        48
50  -12        118       168
51  -11        127       152
52  -10        115       107
53   -9        118       189
54   -8        147       102
55   -7        109       191
56   -6        295       306
57   -5        247       256
58   -4         87        64
59   -3         24        26
60   -2         33        26
61   -1        200       263
62    0      72879     72277
63  -88         NA         6
64  -67         NA         1
65  -63         NA         1
66  -48         NA         2
67  -46         NA         2
# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_10[identityD$datatype=='train'],identityD$id_10[identityD$datatype=='test']) # p-value가 0.05보다 크네...?

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_10[identityD$datatype == "train"] and identityD$id_10[identityD$datatype == "test"]
W = 2785900000, p-value = 0.6888
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포한 줄 알았으나 wilcox.test에서는 다르게 분포한다고 나옴…


id_11
summary(identityD$id_11)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  90.00  100.00  100.00   99.75  100.00  100.00    8384 
round(NROW(which(is.na(identityD$id_11)))/NROW(identityD),2)
[1] 0.03
  • NA가 3% 정도…
  • 90~100사이의 실수임


분포비교 : train 데이터 vs test 데이터

tapply(identityD$id_11,identityD$datatype,summary) # 수치값 비교
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  90.00  100.00  100.00   99.75  100.00  100.00    3255 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  90.00  100.00  100.00   99.75  100.00  100.00    5129 
# 히스토그램 비교
ggplot(identityD,aes(x=id_11, color=datatype)) +
  geom_histogram(fill='white',position='dodge',bins=100,alpha=0.9) + theme(legend.position=c(0.5,0.5))

# 윌콕슨 부호순위 검정(두 그룹간 차이가 있는지 확인)
wilcox.test(identityD$id_11[identityD$datatype=='train'],identityD$id_11[identityD$datatype=='test']) # p-value가 0.05보다 크네...?

    Wilcoxon rank sum test with continuity correction

data:  identityD$id_11[identityD$datatype == "train"] and identityD$id_11[identityD$datatype == "test"]
W = 9631800000, p-value = 0.2503
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포한 줄 알았으나 wilcox.test에서는 다르게 분포한다고 나옴…


(2) transactionD : train_t + test_t

transD <- rbind(data.frame(train_t,datatype='train'),data.frame(test_t,isFraud=NA,datatype='test'))
str(transD) # 1097231 x 395
'data.frame':   1097231 obs. of  395 variables:
 $ TransactionID : int  2987000 2987001 2987002 2987003 2987004 2987005 2987006 2987007 2987008 2987009 ...
 $ isFraud       : int  0 0 0 0 0 0 0 0 0 0 ...
 $ TransactionDT : int  86400 86401 86469 86499 86506 86510 86522 86529 86535 86536 ...
 $ TransactionAmt: num  68.5 29 59 50 50 ...
 $ ProductCD     : Factor w/ 5 levels "C","H","R","S",..: 5 5 5 5 2 5 5 5 2 5 ...
 $ card1         : int  13926 2755 4663 18132 4497 5937 12308 12695 2803 17399 ...
 $ card2         : num  NA 404 490 567 514 555 360 490 100 111 ...
 $ card3         : num  150 150 150 150 150 150 150 150 150 150 ...
 $ card4         : Factor w/ 4 levels "american express",..: 2 3 4 3 3 4 4 4 4 3 ...
 $ card5         : num  142 102 166 117 102 226 166 226 226 224 ...
 $ card6         : Factor w/ 4 levels "charge card",..: 2 2 3 3 2 3 3 3 3 3 ...
 $ addr1         : num  315 325 330 476 420 272 126 325 337 204 ...
 $ addr2         : num  87 87 87 87 87 87 87 87 87 87 ...
 $ dist1         : num  19 NA 287 NA NA 36 0 NA NA 19 ...
 $ dist2         : num  NA NA NA NA NA NA NA NA NA NA ...
 $ P_emaildomain : Factor w/ 60 levels "aim.com","anonymous.com",..: NA 17 36 54 17 17 54 30 2 54 ...
 $ R_emaildomain : Factor w/ 60 levels "aim.com","anonymous.com",..: NA NA NA NA NA NA NA NA NA NA ...
 $ C1            : num  1 1 1 2 1 1 1 1 1 2 ...
 $ C2            : num  1 1 1 5 1 1 1 1 1 2 ...
 $ C3            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C4            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C5            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C6            : num  1 1 1 4 1 1 1 1 1 3 ...
 $ C7            : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C8            : num  0 0 0 0 1 0 0 0 1 0 ...
 $ C9            : num  1 0 1 1 0 1 1 0 0 3 ...
 $ C10           : num  0 0 0 0 1 0 0 0 1 0 ...
 $ C11           : num  2 1 1 1 1 1 1 1 1 1 ...
 $ C12           : num  0 0 0 0 0 0 0 0 0 0 ...
 $ C13           : num  1 1 1 25 1 1 1 1 1 12 ...
 $ C14           : num  1 1 1 1 1 1 1 1 1 2 ...
 $ D1            : num  14 0 0 112 0 0 0 0 0 61 ...
 $ D2            : num  NA NA NA 112 NA NA NA NA NA 61 ...
 $ D3            : num  13 NA NA 0 NA NA NA NA NA 30 ...
 $ D4            : num  NA 0 0 94 NA 0 0 0 NA 318 ...
 $ D5            : num  NA NA NA 0 NA NA NA NA NA 30 ...
 $ D6            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D7            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D8            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D9            : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D10           : num  13 0 0 84 NA 0 0 0 NA 40 ...
 $ D11           : num  13 NA 315 NA NA 0 0 NA NA 302 ...
 $ D12           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D13           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D14           : num  NA NA NA NA NA NA NA NA NA NA ...
 $ D15           : num  0 0 315 111 NA 0 0 0 NA 318 ...
 $ M1            : logi  TRUE NA TRUE NA NA TRUE ...
 $ M2            : logi  TRUE NA TRUE NA NA TRUE ...
 $ M3            : logi  TRUE NA TRUE NA NA TRUE ...
 $ M4            : Factor w/ 3 levels "M0","M1","M2": 3 1 1 1 NA 2 1 1 NA 1 ...
 $ M5            : logi  FALSE TRUE FALSE TRUE NA FALSE ...
 $ M6            : logi  TRUE TRUE FALSE FALSE NA TRUE ...
 $ M7            : logi  NA NA FALSE NA NA NA ...
 $ M8            : logi  NA NA FALSE NA NA NA ...
 $ M9            : logi  NA NA FALSE NA NA NA ...
 $ V1            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V2            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V3            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V4            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V5            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V6            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V7            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V8            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V9            : num  1 NA 1 NA NA 1 1 NA NA 1 ...
 $ V10           : num  0 NA 0 NA NA 0 0 NA NA 0 ...
 $ V11           : num  0 NA 0 NA NA 0 0 NA NA 0 ...
 $ V12           : num  1 0 1 1 NA 1 1 0 NA 1 ...
 $ V13           : num  1 0 1 1 NA 1 1 0 NA 1 ...
 $ V14           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V15           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V16           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V17           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V18           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V19           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V20           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V21           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V22           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V23           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V24           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V25           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V26           : num  1 1 1 1 NA 1 1 1 NA 1 ...
 $ V27           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V28           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V29           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V30           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V31           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V32           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V33           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V34           : num  0 0 0 0 NA 0 0 0 NA 0 ...
 $ V35           : num  NA 0 1 1 NA 1 1 0 NA 1 ...
 $ V36           : num  NA 0 1 1 NA 1 1 0 NA 1 ...
 $ V37           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
 $ V38           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
 $ V39           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V40           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V41           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
 $ V42           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V43           : num  NA 0 0 0 NA 0 0 0 NA 0 ...
 $ V44           : num  NA 1 1 1 NA 1 1 1 NA 1 ...
  [list output truncated]


변수별 보기

(2)-1. Categorical Features

TransactionID
summary(transD$TransactionID)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
2987000 3261308 3535615 3575333 3895932 4170239 
transD %>% group_by(datatype) %>% summarise(n=n(),min=min(TransactionID),max=max(TransactionID))
# A tibble: 2 x 4
  datatype      n     min     max
  <fct>     <int>   <dbl>   <dbl>
1 train    590540 2987000 3577539
2 test     506691 3663549 4170239
identityD %>% group_by(datatype) %>% summarise(n=n(),min=min(TransactionID),max=max(TransactionID))
# A tibble: 2 x 4
  datatype      n     min     max
  <fct>     <int>   <dbl>   <dbl>
1 train    144233 2987004 3577534
2 test     141907 3663586 4170239
  • 7글자…
  • id가 연속적이지 X
  • train 보다 test가 더 뒤의 id
  • 중복된 값 X
  • identityD의 id보다 더 범위가 넓음 : identityD에 있는 id는 모두 transD에 있지만 그 역은 X
  • 모델링에는 X


isFraud : TARGET 변수(0 or 1)
summary(as.factor(transD$isFraud))
     0      1   NA's 
569877  20663 506691 
round(prop.table(table(transD$isFraud)),4)

    0     1 
0.965 0.035 
  • 1인 경우가 3%정도 밖에 되지 않아서 클래스 불균형 -> resampling 필요할듯


TransactionDT
summary(transD$TransactionDT)
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   86400  6651887 14491621 16403840 26513228 34214345 
NROW(unique(transD$TransactionDT)) # 1068035 / 1097231
[1] 1068035
  • timedelta from a given reference datetime (not an actual timestamp)
  • NA는 없음.
  • 조금 중복된 값 있음


#transD %>% group_by(datatype) %>% summarise(n=n(),min=min(TransactionDT),max=max(TransactionDT))
  • train보다 test의 TransactionDT가 더 큼


ggplot(transD,aes(x=TransactionDT, color=datatype)) + geom_histogram(alpha=0.5,bins=100)


ProductCD
summary(transD$ProductCD)
     C      H      R      S      W 
137785  62397  73346  23046 800657 
  • NA는 없음


round(prop.table(table(transD$ProductCD, transD$datatype)),3)
   
    train  test
  C 0.062 0.063
  H 0.030 0.027
  R 0.034 0.032
  S 0.011 0.010
  W 0.401 0.329
  • train, test 데이터에 고르게 분포
  • W의 값이 좀 많은것 같음


card1
summary(transD$card1)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   1000    6019    9749    9926   14248   18397 
str(as.factor(transD$card1))
 Factor w/ 17091 levels "1000","1001",..: 12697 1727 3598 16831 3435 4846 11108 11489 1772 16116 ...
  • NA는 없음
  • level이 무려 17901개 -> 조정 필요하지만 명목변수 인것 같아 어려울듯


ggplot(transD,aes(x=card1,color=datatype)) + geom_histogram(position='dodge',bins=100,alpha=0.2)

  • train, test 데이터에 약간 고르게 분포


card2
summary(transD$card2)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   210.0   361.0   363.1   512.0   600.0   17587 
round(NROW(which(is.na(transD$card2)))/NROW(transD),2)
[1] 0.02
  • NA가 17587개로 전체의 약 2%


str(as.factor(transD$card2))
 Factor w/ 501 levels "100","101","102",..: NA 305 391 468 415 456 261 391 1 12 ...
  • level이 무려 501개


ggplot(transD,aes(x=card2,color=datatype)) + geom_histogram(position='dodge',bins=100,alpha=0.2)

  • train, test 데이터에 약간 고르게 분포


card3
summary(transD$card3)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   150.0   150.0   153.4   150.0   232.0    4567 
NROW(which(is.na(transD$card3)))/NROW(transD)
[1] 0.004162296
  • NA가 4567개로 전체의 약 0.4%


str(as.factor(transD$card3))
 Factor w/ 133 levels "100","101","102",..: 51 51 51 51 51 51 51 51 51 51 ...
  • level이 무려 133개


ggplot(transD,aes(x=card3,color=datatype)) + geom_histogram(position='dodge',bins=100,alpha=0.2)

  • train, test 데이터에 약간 고르게 분포


card4
summary(transD$card4)
american express         discover       mastercard             visa 
           16009             9524           347386           719649 
            NA's 
            4663 
NROW(which(is.na(transD$card4)))/NROW(transD)
[1] 0.004249789
  • 카드 종류인듯
  • NA가 4663개로 전체의 약 0.4%


round(prop.table(table(ifelse(is.na(transD$card4),'missing',as.character(transD$card4)), transD$datatype)),3)
                  
                   train  test
  american express 0.008 0.007
  discover         0.006 0.003
  mastercard       0.172 0.144
  missing          0.001 0.003
  visa             0.351 0.305
  • train, test 데이터에 고르게 분포
  • mastercard, visa의 값이 좀 많은것 같음


card5
summary(transD$card5)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   166.0   226.0   199.7   226.0   237.0    8806 
NROW(which(is.na(transD$card5)))/NROW(transD)
[1] 0.008025657
  • NA가 8806개로 전체의 약 0.8%


str(as.factor(transD$card5))
 Factor w/ 138 levels "100","101","102",..: 43 3 67 18 3 127 67 127 127 125 ...
  • level이 무려 138개


ggplot(transD,aes(x=card5,color=datatype)) + geom_histogram(position='dodge',bins=100,alpha=0.2)

  • train, test 데이터에 약간 고르게 분포


card6
summary(transD$card6)
    charge card          credit           debit debit or credit 
             16          267648          824959              30 
           NA's 
           4578 
NROW(which(is.na(transD$card6)))/NROW(transD)
[1] 0.004172321
  • 카드 지불 종류인듯
  • NA가 4663개로 전체의 약 0.4%


round(prop.table(table(ifelse(is.na(transD$card6),'missing',as.character(transD$card6)), transD$datatype)),3)
                 
                  train  test
  charge card     0.000 0.000
  credit          0.136 0.108
  debit           0.401 0.351
  debit or credit 0.000 0.000
  missing         0.001 0.003
  • train, test 데이터에 고르게 분포
  • credit, debit or credit 값이 좀 많은것 같음


addr1
summary(transD$addr1)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  100.0   204.0   299.0   291.2   330.0   540.0  131315 
round(NROW(which(is.na(transD$addr1)))/NROW(transD),2)
[1] 0.12
  • NA가 131315개로 전체의 약 12%


str(as.factor(transD$addr1))
 Factor w/ 441 levels "100","101","102",..: 216 226 231 377 321 173 27 226 238 105 ...
  • level이 무려 441개


ggplot(transD,aes(x=addr1,color=datatype)) + geom_histogram(position='dodge',bins=100,alpha=0.2)

  • train, test 데이터에 약간 고르게 분포


addr2
summary(transD$addr2)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  10.00   87.00   87.00   86.77   87.00  102.00  131315 
round(NROW(which(is.na(transD$addr2)))/NROW(transD),2)
[1] 0.12
  • NA가 131315개로 전체의 약 12%


str(as.factor(transD$addr2))
 Factor w/ 93 levels "10","11","12",..: 78 78 78 78 78 78 78 78 78 78 ...
  • level이 무려 93개


ggplot(transD,aes(x=addr2,color=datatype)) + geom_histogram(position='dodge',bins=100,alpha=0.2)

  • train, test 데이터에 약간 고르게 분포


P_emaildomain
str(transD$P_emaildomain)
 Factor w/ 60 levels "aim.com","anonymous.com",..: NA 17 36 54 17 17 54 30 2 54 ...
round(NROW(which(is.na(transD$P_emaildomain)))/NROW(transD),2)
[1] 0.15
  • NA가 163648개로 전체의 약 15%
  • 이메일 주소에서 @ 뒷부분 인듯 -> 합칠 수 있을듯
  • level이 60개


level 너무 많으므로 합치기

(tmp <- transD %>% group_by(P_emaildomain) %>%
  summarise(n=n(),prop=round(n/NROW(transD),3)) %>% arrange(desc(prop)))
# A tibble: 61 x 3
   P_emaildomain      n  prop
   <fct>          <int> <dbl>
 1 gmail.com     435803 0.397
 2 yahoo.com     182784 0.167
 3 <NA>          163648 0.149
 4 hotmail.com    85649 0.078
 5 anonymous.com  71062 0.065
 6 aol.com        52337 0.048
 7 comcast.net    14474 0.013
 8 icloud.com     12316 0.011
 9 outlook.com     9934 0.009
10 att.net         7647 0.007
# … with 51 more rows
  • 형태보니까 .으로 자르고 앞에꺼로 하면 될듯


transD$P_emaildomain <- as.character(transD$P_emaildomain)
transD$P_emaildomain <- stringr::str_split(string=transD$P_emaildomain, pattern='[.]', simplify=T)[,1]
sort(table(transD$P_emaildomain),decreasing=T)

       gmail        yahoo      hotmail    anonymous          aol 
      436796       186568        87414        71062        52337 
     comcast       icloud      outlook          att          msn 
       14474        12316        10797         7647         7480 
        live    sbcglobal      verizon        ymail    bellsouth 
        7296         5767         5011         4075         3437 
          me          cox    optonline      charter         mail 
        2713         2657         1937         1443         1156 
  rocketmail    earthlink          mac      netzero     frontier 
        1105          979          862          706          594 
  roadrunner         juno   windstream          web          aim 
         583          574          552          518          468 
  embarqmail          twc  frontiernet  centurylink            q 
         464          439          397          386          362 
  suddenlink          cfl     cableone      prodigy          gmx 
         323          318          311          303          298 
          sc   protonmail          ptd servicios-ta     scranton 
         277          159          140           80            2 
  • 여기서 ‘gmail’,‘yahoo’,‘hotmail’,‘anonymous’,‘etc’,NA 로(6 levels)


transD$P_emaildomain <- as.factor(ifelse(is.na(transD$P_emaildomain),NA,
                                         ifelse(!(transD$P_emaildomain %in% c('gmail','yahoo','hotmail','anonymous')),
                                                'etc',transD$P_emaildomain)))

round(with(transD,prop.table(table(P_emaildomain,datatype))),2)
             datatype
P_emaildomain train test
    anonymous  0.04 0.04
    etc        0.09 0.08
    gmail      0.25 0.22
    hotmail    0.05 0.04
    yahoo      0.11 0.09
  • train, test 데이터에 고르게 분포


R_emaildomain
str(transD$R_emaildomain)
 Factor w/ 60 levels "aim.com","anonymous.com",..: NA NA NA NA NA NA NA NA NA NA ...
round(NROW(which(is.na(transD$R_emaildomain)))/NROW(transD),2)
[1] 0.75
  • NA가 163648개로 전체의 약 75%
  • 이메일 주소에서 @ 뒷부분 인듯 -> 합칠 수 있을듯
  • level이 P_emaildomain과 일치(60개)


P_emaildomian과 똑같은 level로 줄이기

transD$R_emaildomain <- as.character(transD$R_emaildomain)
transD$R_emaildomain <- stringr::str_split(string=transD$R_emaildomain, pattern='[.]', simplify=T)[,1]
transD$R_emaildomain <- as.factor(ifelse(is.na(transD$R_emaildomain),NA,
                                         ifelse(!(transD$R_emaildomain %in% c('gmail','yahoo','hotmail','anonymous')),
                                                'etc',transD$R_emaildomain)))

round(with(transD,prop.table(table(R_emaildomain,datatype))),2)
             datatype
R_emaildomain train test
    anonymous  0.08 0.07
    etc        0.06 0.06
    gmail      0.21 0.23
    hotmail    0.10 0.10
    yahoo      0.05 0.04
  • train, test 데이터에 고르게 분포


M4
summary(transD$M4)
    M0     M1     M2   NA's 
357789  97306 122947 519189 
round(prop.table(table(ifelse(is.na(transD$M4),'missing',as.character(transD$M4)))),2)

     M0      M1      M2 missing 
   0.33    0.09    0.11    0.47 
  • NA가 519189개로 전체의 약 0.47%
  • M0이 다른 값에 비해 많음


round(prop.table(table(ifelse(is.na(transD$M4),'missing',as.character(transD$M4)),transD$datatype)),2)
         
          train test
  M0       0.18 0.15
  M1       0.05 0.04
  M2       0.05 0.06
  missing  0.26 0.22
  • train, test 데이터에 고르게 분포


M1~3, M5~9
sapply(transD[,paste0('M',c(1:3,5:9))],summary)
      M1        M2        M3        M5        M6        M7       
Mode  "logical" "logical" "logical" "logical" "logical" "logical"
FALSE "56"      "61169"   "131248"  "240155"  "419433"  "444604" 
TRUE  "649436"  "588323"  "518244"  "196962"  "349499"  "71344"  
NA's  "447739"  "447739"  "447739"  "660114"  "328299"  "581283" 
      M8        M9       
Mode  "logical" "logical"
FALSE "323650"  "74040"  
TRUE  "192325"  "441935" 
NA's  "581256"  "581256" 
  • 모두 T or F를 값으로 가짐


각 변수 값, NA 비율

sapply(transD[,paste0('M',c(1:3,5:9))],
       function(x){round(prop.table(table(ifelse(is.na(x),'missing',x))),2)})
          M1   M2   M3   M5   M6   M7   M8   M9
FALSE   0.00 0.06 0.12 0.22 0.38 0.41 0.29 0.07
missing 0.41 0.41 0.41 0.60 0.30 0.53 0.53 0.53
TRUE    0.59 0.54 0.47 0.18 0.32 0.07 0.18 0.40
  • 전체적으로 NA 비율이 모두 높은 편이고
  • M1, M2, M3, M9은 F값이 적은 클래스 불균형
  • M5, M6, M8은 클래스 균형…?
  • M7은 T값이 적은 클래스 불균형


수치형(T->1, F->0)으로 변환

for(i in paste0('M',c(1:3,5:9)))
  transD[,i] <- as.numeric(transD[,i])

for(i in paste0('M',c(1:3,5:9)))
  print(round(prop.table(table(ifelse(is.na(transD[,i]),'missing',transD[,i]),transD$datatype)),2))
         
          train test
  0        0.00 0.00
  1        0.29 0.30
  missing  0.25 0.16
         
          train test
  0        0.03 0.02
  1        0.26 0.28
  missing  0.25 0.16
         
          train test
  0        0.06 0.06
  1        0.23 0.24
  missing  0.25 0.16
         
          train test
  0        0.12 0.10
  1        0.10 0.08
  missing  0.32 0.28
         
          train test
  0        0.21 0.17
  1        0.18 0.14
  missing  0.15 0.14
         
          train test
  0        0.19 0.21
  1        0.03 0.04
  missing  0.32 0.21
         
          train test
  0        0.14 0.15
  1        0.08 0.09
  missing  0.32 0.21
         
          train test
  0        0.04 0.03
  1        0.19 0.22
  missing  0.32 0.21
  • 모두 train, test 데이터에 고르게 분포(NA 비율은 고르지 X)


(2)-2. Numeric Features

TransactionAmt
summary(transD$TransactionAmt)
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
    0.02    42.00    67.95   134.89   125.00 31937.39 
  • NA는 없음
  • 실수임


tapply(transD$TransactionAmt, transD$datatype, summary)
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
    0.25    43.32    68.77   135.03   125.00 31937.39 

$test
     Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
    0.018    40.000    67.950   134.726   125.000 10270.000 
wilcox.test(transD$TransactionAmt[transD$datatype=='train'],transD$TransactionAmt[transD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  transD$TransactionAmt[transD$datatype == "train"] and transD$TransactionAmt[transD$datatype == "test"]
W = 151430000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • train, test 데이터에 고르게 분포


dist1
summary(transD$dist1)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     3.0     8.0   103.6    22.0 10286.0  643488 
round(NROW(which(is.na(transD$dist1)))/NROW(transD),2)
[1] 0.59
  • NA가 무려 59%…
  • 정수임


tapply(transD$dist1, transD$datatype, summary)
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     3.0     8.0   118.5    24.0 10286.0  352271 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    3.00    8.00   87.07   20.00 8081.00  291217 
wilcox.test(transD$dist1[transD$datatype=='train'],transD$dist1[transD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  transD$dist1[transD$datatype == "train"] and transD$dist1[transD$datatype == "test"]
W = 26759000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • mean, 3Q, max에서 차이가 있다고 생각했지만 wilcox.test에서는 차이 X


dist2
summary(transD$dist2)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     7.0    41.0   234.5   201.0 11623.0 1023168 
round(NROW(which(is.na(transD$dist2)))/NROW(transD),2)
[1] 0.93
  • NA가 무려 93%…
  • 정수임


tapply(transD$dist2, transD$datatype, summary)
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     7.0    37.0   231.9   206.0 11623.0  552913 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     7.0    44.0   237.2   196.0  9213.0  470255 
wilcox.test(transD$dist2[transD$datatype=='train'],transD$dist2[transD$datatype=='test']) # p-value가 0.05보다 작으므로 차이 X

    Wilcoxon rank sum test with continuity correction

data:  transD$dist2[transD$datatype == "train"] and transD$dist2[transD$datatype == "test"]
W = 671430000, p-value = 0.000001309
alternative hypothesis: true location shift is not equal to 0
  • median, mean, 3Q, max에서 차이가 있다고 생각했지만 wilcox.test에서는 차이 X


C1~14
sapply(transD[,paste0('C',1:14)],summary)
                C1         C2          C3          C4         C5
Min.       0.00000    0.00000  0.00000000    0.000000   0.000000
1st Qu.    1.00000    1.00000  0.00000000    0.000000   0.000000
Median     1.00000    1.00000  0.00000000    0.000000   0.000000
Mean      12.24565   13.16624  0.01569227    3.304229   5.290377
3rd Qu.    3.00000    3.00000  0.00000000    0.000000   1.000000
Max.    4685.00000 5691.00000 31.00000000 2253.000000 376.000000
NA's       3.00000    3.00000  3.00000000    3.000000   3.000000
                 C6          C7          C8         C9         C10
Min.       0.000000    0.000000    0.000000   0.000000    0.000000
1st Qu.    1.000000    0.000000    0.000000   0.000000    0.000000
Median     1.000000    0.000000    0.000000   1.000000    0.000000
Mean       8.047716    2.308044    3.643492   4.541059    3.656317
3rd Qu.    2.000000    0.000000    1.000000   2.000000    0.000000
Max.    2253.000000 2255.000000 3331.000000 572.000000 3257.000000
NA's       3.000000    3.000000    3.000000   3.000000    3.000000
                C11         C12        C13         C14
Min.       0.000000    0.000000    0.00000    0.000000
1st Qu.    1.000000    0.000000    1.00000    1.000000
Median     1.000000    0.000000    3.00000    1.000000
Mean       8.968402    3.417374   30.36952    7.274049
3rd Qu.    2.000000    0.000000   13.00000    2.000000
Max.    3188.000000 3188.000000 2918.00000 1429.000000
NA's       3.000000    3.000000 4748.00000    3.000000
  • C13을 제외한 변수들은 모두 3개의 NA만 있음
  • 모두 정수임
  • 모두 max에 비해 median, mean이 작음…


for(i in paste0('C',1:14))
{
  cat(paste0(i,' >>>\n'))
  print(tapply(transD[,i],transD$datatype,summary))
  print(wilcox.test(transD[transD$datatype=='train',i],transD[transD$datatype=='test',i]))
}
C1 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    1.00    1.00   14.09    3.00 4685.00 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    1.00    1.00   10.09    3.00 2950.00       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 151930000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C2 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    1.00    1.00   15.27    3.00 5691.00 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    1.00    1.00   10.71    3.00 3275.00       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 150510000000, p-value = 0.000000003455
alternative hypothesis: true location shift is not equal to 0

C3 >>>
$train
     Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
 0.000000  0.000000  0.000000  0.005644  0.000000 26.000000 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 0.0000  0.0000  0.0000  0.0274  0.0000 31.0000       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 146410000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C4 >>>
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   0.000    0.000    0.000    4.092    0.000 2253.000 

$test
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
   0.000    0.000    0.000    2.386    1.000 1601.000        3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 144770000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C5 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   0.000   5.572   1.000 349.000 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  0.000   0.000   0.000   4.963   1.000 376.000       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 154110000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C6 >>>
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   0.000    1.000    1.000    9.071    2.000 2253.000 

$test
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
   0.000    1.000    1.000    6.855    2.000 1601.000        3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 150770000000, p-value = 0.000000000000004828
alternative hypothesis: true location shift is not equal to 0

C7 >>>
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   0.000    0.000    0.000    2.849    0.000 2255.000 

$test
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
   0.000    0.000    0.000    1.678    0.000 1621.000        3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 146340000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C8 >>>
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   0.000    0.000    0.000    5.145    0.000 3331.000 

$test
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
   0.000    0.000    0.000    1.894    1.000 1005.000        3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 144790000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C9 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    0.00    1.00    4.48    2.00  210.00 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  0.000   0.000   1.000   4.612   2.000 572.000       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 148810000000, p-value = 0.0000003803
alternative hypothesis: true location shift is not equal to 0

C10 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    0.00    0.00    5.24    0.00 3257.00 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    0.00    0.00    1.81    1.00  881.00       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 143820000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C11 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    1.00    1.00   10.24    2.00 3188.00 

$test
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
   0.000    1.000    1.000    7.485    2.000 2234.000        3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 154340000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C12 >>>
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   0.000    0.000    0.000    4.076    0.000 3188.000 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    0.00    0.00    2.65    1.00 2234.00       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 134170000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

C13 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    1.00    3.00   32.54   12.00 2918.00 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    1.00    3.00   27.82   13.00 1562.00    4748 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 147720000000, p-value = 0.002285
alternative hypothesis: true location shift is not equal to 0

C14 >>>
$train
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
   0.000    1.000    1.000    8.295    2.000 1429.000 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  0.000   1.000   1.000   6.084   2.000 797.000       3 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 153150000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • 모두 wilcox.test에 따르면 train, test 데이터의 분포 차이 X


D1~15
sapply(transD[,paste0('D',1:15)],summary)
               D1          D2           D3          D4           D5
Min.       0.0000      0.0000      0.00000   -122.0000      0.00000
1st Qu.    0.0000     26.0000      1.00000      0.0000      1.00000
Median     4.0000    104.0000      8.00000     23.0000      9.00000
Mean     100.7141    178.4939     30.77255    157.7009     46.66927
3rd Qu.  133.0000    290.0000     27.00000    272.0000     33.00000
Max.     641.0000    641.0000   1076.00000   1091.0000   1088.00000
NA's    7300.0000 515566.0000 466020.00000 245773.0000 534216.00000
                  D6           D7           D8             D9        D10
Min.       -83.00000      0.00000      0.00000      0.0000000     0.0000
1st Qu.      0.00000      0.00000      1.00000      0.2083330     0.0000
Median       0.00000      0.00000     37.79166      0.6666660    13.0000
Mean        77.77125     53.88817    153.41719      0.5575328   141.5345
3rd Qu.     21.00000     18.00000    201.16667      0.8333330   224.0000
Max.      1091.00000   1088.00000   2029.58337      0.9583330  1091.0000
NA's    899261.00000 998181.00000 947967.00000 947967.0000000 88567.0000
               D11          D12          D13          D14         D15
Min.       -53.000    -83.00000      0.00000   -193.00000    -83.0000
1st Qu.      0.000      0.00000      0.00000      0.00000      0.0000
Median      69.000      0.00000      0.00000      0.00000     50.0000
Mean       183.577     66.11652     18.11744     58.00937    185.1521
3rd Qu.    333.000     18.00000      0.00000      0.00000    341.0000
Max.       883.000    879.00000   1066.00000   1085.00000   1091.0000
NA's    455805.000 963260.00000 911895.00000 919850.00000 101182.0000
  • 모두 정수임.


각 변수의 NA 비율

sapply(transD[,paste0('D',1:15)],function(x){round(NROW(which(is.na(x)))/NROW(x),2)})
  D1   D2   D3   D4   D5   D6   D7   D8   D9  D10  D11  D12  D13  D14  D15 
0.01 0.47 0.42 0.22 0.49 0.82 0.91 0.86 0.86 0.08 0.42 0.88 0.83 0.84 0.09 


for(i in paste0('D',1:15))
{
  cat(paste0(i,' >>>\n'))
  print(tapply(transD[,i],transD$datatype,summary))
  print(wilcox.test(transD[transD$datatype=='train',i],transD[transD$datatype=='test',i]))
}
D1 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    0.00    3.00   94.35  122.00  640.00    1269 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     5.0   108.2   148.0   641.0    6031 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 143020000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D2 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0    26.0    97.0   169.6   276.0   640.0  280797 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0    26.0   112.0   188.7   305.0   641.0  234769 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 40471000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D3 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    1.00    8.00   28.34   27.00  819.00  262878 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    1.00    7.00   33.39   28.00 1076.00  203142 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 50349000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D4 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   -122       0      26     140     253     869  168922 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0    21.0   175.1   290.0  1091.0   76851 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 88613000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D5 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    1.00   10.00   42.34   32.00  819.00  309841 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
   0.00    0.00    8.00   50.98   34.00 1088.00  224375 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 40283000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D6 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  -83.0     0.0     0.0    69.8    40.0   873.0  517353 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    82.4    13.0  1091.0  381908 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 4713500000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D7 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    41.6    17.0   843.0  551623 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    61.8    18.0  1088.0  446558 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 1147100000, p-value = 0.00000001225
alternative hypothesis: true location shift is not equal to 0

D8 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     1.0    37.9   146.1   188.0  1707.8  515614 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     1.1    37.7   160.8   221.1  2029.6  432353 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 2745600000, p-value = 0.000002352
alternative hypothesis: true location shift is not equal to 0

D9 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.2     0.7     0.6     0.8     1.0  515614 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.2     0.7     0.6     0.8     1.0  432353 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 2825700000, p-value = 0.0000009422
alternative hypothesis: true location shift is not equal to 0

D10 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
      0       0      15     124     197     876   76022 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0    10.0   159.8   250.0  1091.0   12545 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 124790000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D11 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  -53.0     0.0    43.0   146.6   274.0   670.0  279287 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0   102.0   218.4   401.0   883.0  176518 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 43826000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D12 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    -83       0       0      54      13     648  525823 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    77.4    25.0   879.0  437437 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 2082700000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D13 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    17.9     0.0   847.0  528588 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    18.2     0.0  1066.0  383307 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 3948800000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D14 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
 -193.0     0.0     0.0    57.7     2.0   878.0  528353 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0     0.0    58.2     0.0  1085.0  391497 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 3744500000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0

D15 >>>
$train
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
  -83.0     0.0    52.0   163.7   314.0   879.0   89113 

$test
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
    0.0     0.0    48.0   206.9   370.0  1091.0   12069 


    Wilcoxon rank sum test with continuity correction

data:  transD[transD$datatype == "train", i] and transD[transD$datatype == "test", i]
W = 119920000000, p-value < 0.00000000000000022
alternative hypothesis: true location shift is not equal to 0
  • 모두 wilcox.test에 따르면 train, test 데이터의 분포 차이 X


V1~339
Vsummary <- data.frame(t(sapply(transD[,paste0('V',1:339)],summary)))
colnames(Vsummary) <- c('min','1Q','median','mean','3Q','max','na_cnt')
Vsummary
     min 1Q median           mean       3Q        max na_cnt
V1     0  1      1     0.99997194   1.0000       1.00 455805
V2     0  1      1     1.04594139   1.0000      11.00 455805
V3     0  1      1     1.08289343   1.0000      11.00 455805
V4     0  1      1     0.84857022   1.0000      10.00 455805
V5     0  1      1     0.88095743   1.0000      10.00 455805
V6     0  1      1     1.04581666   1.0000      13.00 455805
V7     0  1      1     1.07613193   1.0000      13.00 455805
V8     0  1      1     1.02516892   1.0000      11.00 455805
V9     0  1      1     1.04067811   1.0000      11.00 455805
V10    0  0      0     0.46016064   1.0000       5.00 455805
V11    0  0      0     0.47635425   1.0000       7.00 455805
V12    0  0      1     0.56466142   1.0000       4.00  88662
V13    0  0      1     0.59978742   1.0000       6.00  88662
V14    0  1      1     0.99966983   1.0000       1.00  88662
V15    0  0      0     0.13146448   0.0000      13.00  88662
V16    0  0      0     0.13269791   0.0000      25.00  88662
V17    0  0      0     0.19563956   0.0000      15.00  88662
V18    0  0      0     0.19723489   0.0000      15.00  88662
V19    0  1      1     0.83847511   1.0000      13.00  88662
V20    0  1      1     0.86629274   1.0000      25.00  88662
V21    0  0      0     0.18852850   0.0000       5.00  88662
V22    0  0      0     0.19212865   0.0000       8.00  88662
V23    0  1      1     1.04003395   1.0000      15.00  88662
V24    0  1      1     1.06364165   1.0000      29.00  88662
V25    0  1      1     0.99090394   1.0000      13.00  88662
V26    0  1      1     1.00024788   1.0000      25.00  88662
V27    0  0      0     0.01149153   0.0000       7.00  88662
V28    0  0      0     0.01156292   0.0000       7.00  88662
V29    0  0      0     0.36302425   1.0000       5.00  88662
V30    0  0      0     0.37980842   1.0000       9.00  88662
V31    0  0      0     0.19699396   0.0000      13.00  88662
V32    0  0      0     0.19918320   0.0000      25.00  88662
V33    0  0      0     0.14259312   0.0000      13.00  88662
V34    0  0      0     0.15429881   0.0000      25.00  88662
V35    0  0      1     0.54337169   1.0000       4.00 245823
V36    0  0      1     0.57598472   1.0000       6.00 245823
V37    0  1      1     1.12316422   1.0000      54.00 245823
V38    0  1      1     1.18601423   1.0000      54.00 245823
V39    0  0      0     0.23011881   0.0000      30.00 245823
V40    0  0      0     0.24488494   0.0000      31.00 245823
V41    0  1      1     0.99957835   1.0000       1.00 245823
V42    0  0      0     0.21686900   0.0000       8.00 245823
V43    0  0      0     0.23413334   0.0000      11.00 245823
V44    0  1      1     1.09372592   1.0000      48.00 245823
V45    0  1      1     1.13377957   1.0000      69.00 245823
V46    0  1      1     1.02224785   1.0000       8.00 245823
V47    0  1      1     1.03819320   1.0000      12.00 245823
V48    0  0      0     0.35510237   1.0000       5.00 245823
V49    0  0      0     0.36843323   1.0000       7.00 245823
V50    0  0      0     0.21887391   0.0000       7.00 245823
V51    0  0      0     0.17835280   0.0000       8.00 245823
V52    0  0      0     0.19419127   0.0000      12.00 245823
V53    0  0      1     0.59083373   1.0000       5.00  89995
V54    0  0      1     0.62707846   1.0000       7.00  89995
V55    0  1      1     1.07991871   1.0000      49.00  89995
V56    0  1      1     1.13814339   1.0000      51.00  89995
V57    0  0      0     0.13685273   0.0000       6.00  89995
V58    0  0      0     0.14138990   0.0000      10.00  89995
V59    0  0      0     0.19912811   0.0000      16.00  89995
V60    0  0      0     0.21012752   0.0000      17.00  89995
V61    0  1      1     0.85439262   1.0000       6.00  89995
V62    0  1      1     0.88977062   1.0000      10.00  89995
V63    0  0      0     0.19254177   0.0000       8.00  89995
V64    0  0      0     0.20933227   0.0000      10.00  89995
V65    0  1      1     0.99978257   1.0000       1.00  89995
V66    0  1      1     0.99790317   1.0000       8.00  89995
V67    0  1      1     1.01458943   1.0000      10.00  89995
V68    0  0      0     0.01163084   0.0000       7.00  89995
V69    0  0      0     0.36528877   1.0000       5.00  89995
V70    0  0      0     0.38138927   1.0000       8.00  89995
V71    0  0      0     0.19853639   0.0000       6.00  89995
V72    0  0      0     0.20376952   0.0000      10.00  89995
V73    0  0      0     0.15088222   0.0000       8.00  89995
V74    0  0      0     0.16876482   0.0000      10.00  89995
V75    0  0      1     0.54159697   1.0000       5.00 101245
V76    0  0      1     0.58072302   1.0000       7.00 101245
V77    0  1      1     1.10530971   1.0000      80.00 101245
V78    0  1      1     1.16779252   1.0000      80.00 101245
V79    0  0      0     0.14379620   0.0000       7.00 101245
V80    0  0      0     0.20676094   0.0000      19.00 101245
V81    0  0      0     0.21860147   0.0000      19.00 101245
V82    0  1      1     0.85445177   1.0000       7.00 101245
V83    0  1      1     0.88926049   1.0000       7.00 101245
V84    0  0      0     0.19723068   0.0000      10.00 101245
V85    0  0      0     0.21420381   0.0000      10.00 101245
V86    0  1      1     1.07858042   1.0000      80.00 101245
V87    0  1      1     1.11548456   1.0000      80.00 101245
V88    0  1      1     0.99953614   1.0000       1.00 101245
V89    0  0      0     0.01176221   0.0000       7.00 101245
V90    0  0      0     0.37161466   1.0000       5.00 101245
V91    0  0      0     0.38885185   1.0000       8.00 101245
V92    0  0      0     0.20472175   0.0000       7.00 101245
V93    0  0      0     0.21037143   0.0000       7.00 101245
V94    0  0      0     0.14480123   0.0000       2.00 101245
V95    0  0      0     0.66555993   0.0000     880.00    314
V96    0  0      0     2.25288513   1.0000    1410.00    314
V97    0  0      0     1.17053615   0.0000     976.00    314
V98    0  0      0     0.05992796   0.0000      12.00    314
V99    0  0      0     0.91577120   1.0000      88.00    314
V100   0  0      0     0.27197500   0.0000      30.00    314
V101   0  0      0     0.52066747   0.0000     869.00    314
V102   0  0      0     1.09705566   0.0000    1285.00    314
V103   0  0      0     0.75539991   0.0000     928.00    314
V104   0  0      0     0.08361526   0.0000      59.00    314
V105   0  0      0     0.23832068   0.0000      99.00    314
V106   0  0      0     0.14166705   0.0000      80.00    314
V107   0  1      1     0.99977391   1.0000       1.00    314
V108   0  1      1     1.00570326   1.0000       8.00    314
V109   0  1      1     1.01756013   1.0000       8.00    314
V110   0  1      1     1.00912558   1.0000       8.00    314
V111   0  1      1     1.00331383   1.0000       9.00    314
V112   0  1      1     1.00651462   1.0000       9.00    314
V113   0  1      1     1.00422366   1.0000       9.00    314
V114   0  1      1     1.01128891   1.0000       9.00    314
V115   0  1      1     1.03738296   1.0000       9.00    314
V116   0  1      1     1.01837423   1.0000       9.00    314
V117   0  1      1     1.00064636   1.0000       3.00    314
V118   0  1      1     1.00185429   1.0000       3.00    314
V119   0  1      1     1.00106116   1.0000       3.00    314
V120   0  1      1     1.00130001   1.0000       4.00    314
V121   0  1      1     1.00527661   1.0000       4.00    314
V122   0  1      1     1.00232834   1.0000       4.00    314
V123   0  1      1     1.03411653   1.0000      13.00    314
V124   0  1      1     1.09904396   1.0000      13.00    314
V125   0  1      1     1.05300766   1.0000      13.00    314
V126   0  0      0   100.24666211   0.0000  519038.50    314
V127   0  0      0   276.20772543 108.0000  544500.00    314
V128   0  0      0   158.94894905   0.0000  519038.50    314
V129   0  0      0     9.64189138   0.0000   64800.00    314
V130   0  0      0    99.18746100  59.0000  167200.00    314
V131   0  0      0    33.12377197   0.0000  167200.00    314
V132   0  0      0    69.68222869   0.0000  519038.50    314
V133   0  0      0   136.54160005   0.0000  519038.50    314
V134   0  0      0    96.71366594   0.0000  519038.50    314
V135   0  0      0    20.47568022   0.0000  302500.00    314
V136   0  0      0    39.85202888   0.0000  302500.00    314
V137   0  0      0    28.56454969   0.0000  302500.00    314
V138   0  0      0     0.03732327   0.0000      22.00 939501
V139   0  0      1     1.05918341   1.0000      33.00 939501
V140   0  0      1     1.12576555   1.0000      59.00 939501
V141   0  0      0     0.04056933   0.0000       6.00 939501
V142   0  0      0     0.05544285   0.0000      11.00 939501
V143   0  0      0     5.21177044   0.0000     869.00 939225
V144   0  0      0     3.27579965   0.0000      85.00 939225
V145   0  0      0    19.70028986   0.0000     297.00 939225
V146   0  0      0     0.14922970   0.0000      24.00 939501
V147   0  0      0     0.16590376   0.0000      26.00 939501
V148   0  0      1     0.75987447   1.0000      20.00 939501
V149   0  0      1     0.76830026   1.0000      20.00 939501
V150   1  1      1   208.99880384   1.0000    3389.00 939225
V151   1  1      1     5.97028594   1.0000      58.00 939225
V152   1  1      1     8.90347835   1.0000      69.00 939225
V153   0  0      1     0.75105560   1.0000      18.00 939501
V154   0  0      1     0.75536677   1.0000      18.00 939501
V155   0  0      1     0.76204907   1.0000      24.00 939501
V156   0  0      1     0.77053192   1.0000      24.00 939501
V157   0  0      1     0.80972548   1.0000      24.00 939501
V158   0  0      1     0.82435808   1.0000      24.00 939501
V159   0  0      0  4399.09931228   0.0000  284129.81 939225
V160   0  0      0 71815.29447248   0.0000 3867868.50 939225
V161   0  0      0     4.91595733   0.0000    3300.00 939501
V162   0  0      0     7.39617669   0.0000    4000.00 939501
V163   0  0      0     5.81369397   0.0000    4000.00 939501
V164   0  0      0   954.90558708   0.0000  928882.00 939225
V165   0  0      0  3782.61766672   0.0000  928882.00 939225
V166   0  0      0   854.37538933   0.0000  453750.00 939225
V167   0  0      0     2.46515659   0.0000     872.00 820866
V168   0  0      0     3.66408192   1.0000     964.00 820866
V169   0  0      0     0.18515247   0.0000      39.00 821037
V170   0  1      1     1.46181669   1.0000      63.00 821037
V171   0  1      1     1.71268746   1.0000      68.00 821037
V172   0  0      0     0.13048686   0.0000      37.00 820866
V173   0  0      0     0.05776419   0.0000       9.00 820866
V174   0  0      0     0.13699791   0.0000       8.00 821037
V175   0  0      0     0.20584806   0.0000      22.00 821037
V176   0  1      1     1.50550902   1.0000     239.00 820866
V177   0  0      0     2.10101496   0.0000     861.00 820866
V178   0  0      0     3.89580808   0.0000    1235.00 820866
V179   0  0      0     2.86720460   0.0000     920.00 820866
V180   0  0      0     0.69776317   0.0000     179.00 821037
V181   0  0      0     0.21862030   0.0000      85.00 820866
V182   0  0      0     0.63430608   0.0000     125.00 820866
V183   0  0      0     0.37615110   0.0000     106.00 820866
V184   0  0      0     0.13296813   0.0000      16.00 821037
V185   0  0      0     0.16468497   0.0000      31.00 821037
V186   0  1      1     1.14277857   1.0000      39.00 820866
V187   0  1      1     1.64972410   1.0000     218.00 820866
V188   0  1      1     1.00491321   1.0000      44.00 821037
V189   0  1      1     1.05332846   1.0000      44.00 821037
V190   0  1      1     1.31156261   1.0000     224.00 820866
V191   0  1      1     1.05193856   1.0000      21.00 820866
V192   0  1      1     1.18584119   1.0000      44.00 820866
V193   0  1      1     1.12168690   1.0000      37.00 820866
V194   0  1      1     0.93941577   1.0000       7.00 821037
V195   0  1      1     0.96185652   1.0000      18.00 821037
V196   0  1      1     1.07367431   1.0000      41.00 820866
V197   0  1      1     0.94180178   1.0000      14.00 821037
V198   0  1      1     0.97529273   1.0000      29.00 821037
V199   0  1      1     1.36773832   1.0000     224.00 820866
V200   0  1      1     1.11021963   1.0000      47.00 821037
V201   0  1      1     1.18386714   1.0000      55.00 821037
V202   0  0      0   337.05420164   0.0000 1065496.50 820866
V203   0  0      0   770.74506554  31.1232 1065496.50 820866
V204   0  0      0   503.08812354  19.7966 1065496.50 820866
V205   0  0      0    19.76879061   0.0000   64800.00 820866
V206   0  0      0     7.68558491   0.0000   64800.00 820866
V207   0  0      0    59.74327241   0.0000  167200.00 820866
V208   0  0      0     8.95878147   0.0000    4000.00 821037
V209   0  0      0    31.54558836   0.0000   10000.00 821037
V210   0  0      0    14.63852890   0.0000    4000.00 821037
V211   0  0      0   263.00952730   0.0000  928882.00 820866
V212   0  0      0   504.51760203   0.0000  958320.00 820866
V213   0  0      0   352.65557480   0.0000  928882.00 820866
V214   0  0      0    51.01520000   0.0000  453750.00 820866
V215   0  0      0   135.41410917   0.0000  756250.00 820866
V216   0  0      0    84.52528216   0.0000  756250.00 820866
V217   0  0      0     1.02140318   1.0000     303.00 840073
V218   0  0      0     1.68000995   1.0000     400.00 840073
V219   0  0      0     1.33839118   1.0000     378.00 840073
V220   0  0      0     0.18634387   0.0000      47.00 818499
V221   0  1      1     1.28041631   1.0000     384.00 818499
V222   0  1      1     1.55605384   1.0000     384.00 818499
V223   0  0      0     0.09451777   0.0000      16.00 840073
V224   0  0      0     0.35153874   0.0000     144.00 840073
V225   0  0      0     0.17838450   0.0000      58.00 840073
V226   0  0      0     0.25719208   0.0000     870.00 840073
V227   0  0      0     0.14564528   0.0000     360.00 818499
V228   0  1      1     1.49870508   1.0000     239.00 840073
V229   0  1      1     1.84706678   1.0000     262.00 840073
V230   0  1      1     1.66900894   1.0000     262.00 840073
V231   0  0      0     0.74274570   0.0000     293.00 840073
V232   0  0      0     1.04272082   0.0000     337.00 840073
V233   0  0      0     0.92595992   0.0000     332.00 840073
V234   0  0      0     2.59539629   0.0000     322.00 818499
V235   0  0      0     0.17069273   0.0000      23.00 840073
V236   0  0      0     0.26759424   0.0000      57.00 840073
V237   0  0      0     0.21906765   0.0000      39.00 840073
V238   0  0      0     0.12764232   0.0000      23.00 818499
V239   0  0      0     0.13711737   0.0000      23.00 818499
V240   0  1      1     1.00107716   1.0000       7.00 840073
V241   0  1      1     1.00031887   1.0000       5.00 840073
V242   0  1      1     1.11424494   1.0000      27.00 840073
V243   0  1      1     1.17981163   1.0000      57.00 840073
V244   0  1      1     1.11881800   1.0000      33.00 840073
V245   0  1      1     0.85377710   1.0000     262.00 818499
V246   0  1      1     1.29739304   1.0000     224.00 840073
V247   0  1      1     1.02161706   1.0000      18.00 840073
V248   0  1      1     1.06394123   1.0000      36.00 840073
V249   0  1      1     1.03989376   1.0000      22.00 840073
V250   0  1      1     0.77388674   1.0000      18.00 818499
V251   0  1      1     0.78447756   1.0000      18.00 818499
V252   0  1      1     1.02684342   1.0000      24.00 840073
V253   0  1      1     1.14014730   1.0000     163.00 840073
V254   0  1      1     1.06409678   1.0000      60.00 840073
V255   0  1      1     0.78766342   1.0000      87.00 818499
V256   0  1      1     0.80319088   1.0000      87.00 818499
V257   0  1      1     1.36624177   1.0000     224.00 840073
V258   0  1      1     1.50333258   1.0000     269.00 840073
V259   0  1      1     0.94969002   1.0000     285.00 818499
V260   0  1      1     0.96502539   1.0000      14.00 840073
V261   0  1      1     1.11136344   1.0000      89.00 840073
V262   0  1      1     1.01703233   1.0000      34.00 840073
V263   0  0      0   189.18284225   5.0000 1065496.50 840073
V264   0  0      0   294.83873764  34.2582 1065496.50 840073
V265   0  0      0   239.44082686  21.5180 1065496.50 840073
V266   0  0      0    13.76758349   0.0000   64800.00 840073
V267   0  0      0    37.12428694   0.0000   64800.00 840073
V268   0  0      0    22.11907106   0.0000   64800.00 840073
V269   0  0      0    10.33737508   0.0000   64800.00 840073
V270   0  0      0     7.46451432   0.0000   10791.57 818499
V271   0  0      0    11.03503199   0.0000   10791.57 818499
V272   0  0      0     8.26565927   0.0000   10791.57 818499
V273   0  0      0   121.16136196   0.0000  928882.00 840073
V274   0  0      0   168.46090934   0.0000  928882.00 840073
V275   0  0      0   142.41296423   0.0000  928882.00 840073
V276   0  0      0    50.48022957   0.0000  453750.00 840073
V277   0  0      0    83.28597245   0.0000  756250.00 840073
V278   0  0      0    70.51225668   0.0000  756250.00 840073
V279   0  0      0     0.76078821   0.0000     880.00     15
V280   0  0      0     1.40241028   1.0000     975.00     15
V281   0  0      0     0.08994606   0.0000      30.00   7300
V282   0  0      1     0.82098316   1.0000      63.00   7300
V283   0  0      1     0.99869350   1.0000      68.00   7300
V284   0  0      0     0.08787787   0.0000      12.00     15
V285   0  0      0     1.15992476   1.0000      95.00     15
V286   0  0      0     0.03109324   0.0000       8.00     15
V287   0  0      0     0.35636830   0.0000      31.00     15
V288   0  0      0     0.18569249   0.0000      10.00   7300
V289   0  0      0     0.23816462   0.0000      12.00   7300
V290   1  1      1     1.11084144   1.0000      67.00     15
V291   1  1      1     1.54218586   1.0000    1055.00     15
V292   1  1      1     1.22680767   1.0000     323.00     15
V293   0  0      0     0.57978374   0.0000     869.00     15
V294   0  0      0     1.45598405   0.0000    1286.00     15
V295   0  0      0     0.89088748   0.0000     928.00     15
V296   0  0      0     0.28904766   0.0000     179.00   7300
V297   0  0      0     0.08976719   0.0000      85.00     15
V298   0  0      0     0.25395455   0.0000     125.00     15
V299   0  0      0     0.15122091   0.0000     106.00     15
V300   0  0      0     0.05064174   0.0000      14.00   7300
V301   0  0      0     0.05840003   0.0000      14.00   7300
V302   0  0      0     0.26792446   1.0000      16.00     15
V303   0  0      0     0.30101548   1.0000      20.00     15
V304   0  0      0     0.28145051   1.0000      17.00     15
V305   1  1      1     1.00000456   1.0000       2.00     15
V306   0  0      0   113.90411989   0.0000  718740.00     15
V307   0  0      0   339.73162834 154.0000  958320.00     15
V308   0  0      0   187.25215443  39.0000  718740.00     15
V309   0  0      0    11.84701292   0.0000   64800.00     15
V310   0  0      0   122.35314227 107.9500  167200.00     15
V311   0  0      0     4.64162221   0.0000   64800.00     15
V312   0  0      0    40.81750769   0.0000  167200.00     15
V313   0  0      0    21.29941186   0.0000    4817.47   7300
V314   0  0      0    43.29636724   0.0000    7539.75   7300
V315   0  0      0    26.77181409   0.0000    4817.47   7300
V316   0  0      0    78.53630065   0.0000  718740.00     15
V317   0  0      0   171.96558609   0.0000  958320.00     15
V318   0  0      0   113.17429270   0.0000  718740.00     15
V319   0  0      0    22.64300100   0.0000  453750.00     15
V320   0  0      0    44.27242623   0.0000  605000.00     15
V321   0  0      0    32.22686455   0.0000  605000.00     15
V322   0  0      0     3.43630260   0.0000     880.00 938449
V323   0  0      0     7.38158607   1.0000    1411.00 938449
V324   0  0      0     5.09735360   0.0000     976.00 938449
V325   0  0      0     0.05340656   0.0000      12.00 938449
V326   0  0      0     0.67371616   0.0000      44.00 938449
V327   0  0      0     0.23243819   0.0000      31.00 938449
V328   0  0      0     0.28080639   0.0000      85.00 938449
V329   0  0      0     0.90259601   0.0000     125.00 938449
V330   0  0      0     0.55157386   0.0000     106.00 938449
V331   0  0      0   526.01529668   0.0000 1040657.50 938449
V332   0  0      0   925.56012837  20.0000 1040657.50 938449
V333   0  0      0   709.67249108   0.0000 1040657.50 938449
V334   0  0      0    16.97973920   0.0000   64800.00 938449
V335   0  0      0    58.76738988   0.0000   64800.00 938449
V336   0  0      0    31.87862352   0.0000   64800.00 938449
V337   0  0      0    76.39082113   0.0000  375000.00 938449
V338   0  0      0   153.28699469   0.0000  612500.00 938449
V339   0  0      0   119.52863745   0.0000  612500.00 938449
  • 너무 많아서 보기 힘든데…


NA’s(NA 개수)로 그룹(15개) 짓기

table(Vsummary[,"na_cnt"])

    15    314   7300  88662  89995 101245 245823 455805 818499 820866 
    32     43     11     23     22     20     18     11     16     31 
821037 840073 938449 939225 939501 
    19     46     18     11     18 
na_cnts <- as.numeric(names(table(Vsummary$na_cnt)))
V <- list()
for(i in 1:NROW(na_cnts))
  V[[as.character(na_cnts[i])]] <- rownames(Vsummary[Vsummary$na_cnt==na_cnts[i],])


for(i in paste0('C',1:14))
{
  cat(paste0(i,' >>>\n'))
  print(tapply(transD[,i],transD$datatype,summary))
  print(wilcox.test(transD[transD$datatype=='train',i],transD[transD$datatype=='test',i]))
}
  • 모두 wilcox.test에 따르면 train, test 데이터의 분포 차이 X


3. Convert all to numeric features

(1) identityD

str(identityD)


make dummy variables

factor_features <- setdiff(names(which(!sapply(identityD,is.numeric))),'datatype')
dummies <- dummyVars(as.formula(paste0('~',paste0(factor_features,collapse = '+'))),
                    data=identityD)
dummies <- predict(dummies, identityD)

identityD_ <- identityD
identityD_[,factor_features] <- NULL
identityD_ <- cbind(identityD_,dummies)
str(identityD_)


(2) transD

str(transD)


make dummy variables

factor_features <- setdiff(names(which(!sapply(transD,is.numeric))),'datatype')
dummies <- dummyVars(as.formula(paste0('~',paste0(factor_features,collapse = '+'))),
                    data=transD)
dummies <- predict(dummies, transD)

transD_ <- transD
transD_[,factor_features] <- NULL
transD_ <- cbind(transD_,dummies)
str(transD_)


4. Modeling trial 1

# 데이터 준비
trainD <- transD_[transD_$datatype=='train',]
trainD$datatype <- NULL
testD <- transD_[transD_$datatype=='test',]
testD$datatype <- NULL

library(xgboost)
library(parallel)
library(doParallel)

train_matrix <- xgb.DMatrix(as.matrix(select(trainD,-'isFraud')), label=trainD$isFraud)
param <- list(max_depth=3, eta=0.5, silent=1, nrounds =10, objective="binary:logistic",
              eval_metric="auc")
bst.cv <- xgb.cv(param=param, train_matrix, nfold=5, nrounds=10)
xgb_model <- xgb.train(param, train_matrix, nrounds=5)
xgb_model

imp_mat <- xgb.importance(feature_names=dimnames(as.matrix(select(trainD,-'isFraud')))[[2]],
                          model=xgb_model)
xgb.plot.importance(imp_mat, main = "Gain by Feature")

library(InformationValue)
pred <- predict(xgb_model, as.matrix(select(trainD,-'isFraud')))
optimalCutoff(trainD$isFraud, pred)
testD_mat <- as.matrix(select(testD,-'isFraud'))
testD_mat_pred <- predict(xgb_model, testD_mat)
submit1 <- data.frame(TransactionID=testD$TransactionID,isFraud=testD_mat_pred)
write.csv(submit1,"submit1.csv",row.names = F)
#y.test <- ifelse(pima.test$type == "Yes", 1, 0)
#confusionMatrix(y.test, xgb.pima.test, threshold = 0.48)
#1-misClassError(y.test, xgb.pima.test, threshold = 0.48)

## optimalCutoff() 함수 -> InformationValue 패키지에서 제공
## 오차를 최소화하기 위한 최적 확률 분계점(threshold) 를 제공한다.

#plotROC(y.test , xgb.pima.test)



# training 에 필요한 변수
ctrl <- trainControl(method='cv',number=5,verboseIter=T,classProbs=T) # 5fold CV
m <- "auc" # 모델 비교 기준
preprocess <- c("center","scale") # 전처리
cores <- detectCores() # 4 : 장착된 코어 수
seed <- 777

# nrounds : 최대 반복 횟수 (최종 모형에서의 트리 수)
# colsample_bytree : 트리를 생성할 때 표본 추출할 피처 수(비율로 표시됨 // 기본값은 1 [피처수의 100%])
# min_child_weight : 부스트되는 트리에서 최소 가중값. (기본값은 1)
# eta : 학습 속도. 해법에 관한 각 트리의 기여도를 의미. 기본값은 0.3
# gamma : 트리에서 다른 리프(leaf) 분할을 하기 위해 필요한 최소 손실 감소(minimum loss reduction)
# subsample : 데이터 관찰값의 비율. (기본값은 1[100%])
# max_depth : 개별 트리의 최대 깊이.

mygrid = expand.grid(nrounds = c(50, 70),
                     colsample_bytree=1,
                     min_child_weight=1,
                     eta = c(0.01, 0.1, 0.3), #0.3 기본값
                     gamma = c(0.5, 0.25),
                     subsample = 0.5,
                     max_depth = c(2, 3))

cl <- makeCluster(cores-1)
registerDoParallel(cl)
set.seed(seed)
xgb.fit = train(x=select(trainD,-'isFraud'), y=trainD$isFraud,
                trControl=ctrl,
                #uneGrid = grid,
                method="xgbTree")

5. NA 처리

(1) identiyD

1.

변수들의 NA 비율

# sort(round(colSums(is.na(identityD))/NROW(identityD),3),decreasing=T) # 개수
no_na_features <- c('TransactionID', 'id_01', 'id_12', 'datatype') # na 없는 변수들
(na_prop <- na_prop_func(identityD, no_na_features))
     id_24      id_07      id_08      id_21      id_22      id_23 
     0.967      0.964      0.964      0.964      0.964      0.964 
     id_25      id_26      id_27      id_18      id_03      id_04 
     0.964      0.964      0.964      0.665      0.536      0.536 
   id_33_1    id_33_2      id_30      id_32      id_09      id_10 
     0.497      0.497      0.482      0.482      0.478      0.478 
     id_29      id_34      id_14 DeviceInfo      id_16      id_13 
     0.478      0.476      0.471      0.183      0.109      0.100 
     id_05      id_06      id_20      id_17      id_19      id_31 
     0.051      0.051      0.039      0.038      0.038      0.032 
     id_02      id_11      id_15      id_28      id_35      id_36 
     0.029      0.029      0.029      0.029      0.029      0.029 
     id_37      id_38 DeviceType 
     0.029      0.029      0.000 
  • NA 비율 95% 이상인 변수 : id_24, id_07(num), id_08(num), id_21, id_22, id_23, id_25, id_26, id_27


변수들간 NA 여부 상관관계

(na_cor <- na_cor_func(identityD, no_na_features))


  • NA 상관관계에서도 지들끼리만 상관계수가 거의 1임
  • 걍 빼고 하자


much_na_features <- c('id_24','id_07','id_08','id_21','id_22','id_23','id_25','id_26','id_27')
identityD <- select_(identityD, .dots='-much_na_features')


2.

na_prop <- na_prop_func(identityD, no_na_features) # 비율
na_prop
     id_24      id_07      id_08      id_21      id_22      id_23 
     0.967      0.964      0.964      0.964      0.964      0.964 
     id_25      id_26      id_27      id_18      id_03      id_04 
     0.964      0.964      0.964      0.665      0.536      0.536 
   id_33_1    id_33_2      id_30      id_32      id_09      id_10 
     0.497      0.497      0.482      0.482      0.478      0.478 
     id_29      id_34      id_14 DeviceInfo      id_16      id_13 
     0.478      0.476      0.471      0.183      0.109      0.100 
     id_05      id_06      id_20      id_17      id_19      id_31 
     0.051      0.051      0.039      0.038      0.038      0.032 
     id_02      id_11      id_15      id_28      id_35      id_36 
     0.029      0.029      0.029      0.029      0.029      0.029 
     id_37      id_38 DeviceType 
     0.029      0.029      0.000 
  • na_prop 에서 NA가 그 다음으로 많은 id_18


변수 간 ’NA의 존재 여부’의 상관관계

na_cor <- na_cor_func(identityD, no_na_features)

na_cor
            id_02  id_03  id_04  id_05  id_06  id_07  id_08  id_09  id_10
id_02       1.000  0.161  0.161  0.747  0.747  0.033  0.033  0.180  0.180
id_03       0.161  1.000  1.000  0.142  0.142  0.004  0.004  0.890  0.890
id_04       0.161  1.000  1.000  0.142  0.142  0.004  0.004  0.890  0.890
id_05       0.747  0.142  0.142  1.000  1.000 -0.139 -0.139  0.154  0.154
id_06       0.747  0.142  0.142  1.000  1.000 -0.139 -0.139  0.154  0.154
id_07       0.033  0.004  0.004 -0.139 -0.139  1.000  1.000  0.013  0.013
id_08       0.033  0.004  0.004 -0.139 -0.139  1.000  1.000  0.013  0.013
id_09       0.180  0.890  0.890  0.154  0.154  0.013  0.013  1.000  1.000
id_10       0.180  0.890  0.890  0.154  0.154  0.013  0.013  1.000  1.000
id_11       0.980  0.162  0.162  0.735  0.735  0.033  0.033  0.181  0.181
id_13      -0.057 -0.075 -0.075 -0.055 -0.055  0.064  0.064 -0.064 -0.064
id_14       0.183  0.053  0.053  0.114  0.114  0.152  0.152  0.088  0.088
id_15       0.993  0.160  0.160  0.742  0.742  0.033  0.033  0.179  0.179
id_16       0.495  0.325  0.325  0.369  0.369  0.055  0.055  0.313  0.313
id_17       0.872  0.131  0.131  0.854  0.854 -0.169 -0.169  0.138  0.138
id_18       0.123 -0.003 -0.003  0.164  0.164  0.143  0.143  0.014  0.014
id_19       0.867  0.130  0.130  0.849  0.849 -0.168 -0.168  0.137  0.137
id_20       0.854  0.127  0.127  0.836  0.836 -0.165 -0.165  0.133  0.133
id_21       0.033  0.004  0.004 -0.140 -0.140  0.998  0.998  0.013  0.013
id_22       0.033  0.005  0.005 -0.140 -0.140  0.999  0.999  0.013  0.013
id_23       0.033  0.005  0.005 -0.140 -0.140  0.999  0.999  0.013  0.013
id_24       0.032  0.002  0.002 -0.125 -0.125  0.962  0.962  0.009  0.009
id_25       0.033  0.004  0.004 -0.138 -0.138  0.996  0.996  0.013  0.013
id_26       0.033  0.005  0.005 -0.140 -0.140  0.998  0.998  0.013  0.013
id_27       0.033  0.005  0.005 -0.140 -0.140  0.999  0.999  0.013  0.013
id_28       0.980  0.162  0.162  0.735  0.735  0.033  0.033  0.181  0.181
id_29       0.180  0.890  0.890  0.154  0.154  0.013  0.013  1.000  1.000
id_30       0.179  0.048  0.048  0.113  0.113  0.148  0.148  0.085  0.085
id_31       0.946  0.146  0.146  0.743  0.743  0.034  0.034  0.166  0.166
id_32       0.179  0.048  0.048  0.113  0.113  0.148  0.148  0.085  0.085
id_34       0.177  0.047  0.047  0.111  0.111  0.135  0.135  0.082  0.082
id_35       0.993  0.160  0.160  0.742  0.742  0.033  0.033  0.179  0.179
id_36       0.993  0.160  0.160  0.742  0.742  0.033  0.033  0.179  0.179
id_37       0.993  0.160  0.160  0.742  0.742  0.033  0.033  0.179  0.179
id_38       0.993  0.160  0.160  0.742  0.742  0.033  0.033  0.179  0.179
DeviceType     NA     NA     NA     NA     NA     NA     NA     NA     NA
DeviceInfo  0.365  0.172  0.172  0.272  0.272  0.040  0.040  0.191  0.191
id_33_1     0.174  0.042  0.042  0.112  0.112  0.145  0.145  0.078  0.078
id_33_2     0.174  0.042  0.042  0.112  0.112  0.145  0.145  0.078  0.078
            id_11  id_13  id_14  id_15  id_16  id_17  id_18  id_19  id_20
id_02       0.980 -0.057  0.183  0.993  0.495  0.872  0.123  0.867  0.854
id_03       0.162 -0.075  0.053  0.160  0.325  0.131 -0.003  0.130  0.127
id_04       0.162 -0.075  0.053  0.160  0.325  0.131 -0.003  0.130  0.127
id_05       0.735 -0.055  0.114  0.742  0.369  0.854  0.164  0.849  0.836
id_06       0.735 -0.055  0.114  0.742  0.369  0.854  0.164  0.849  0.836
id_07       0.033  0.064  0.152  0.033  0.055 -0.169  0.143 -0.168 -0.165
id_08       0.033  0.064  0.152  0.033  0.055 -0.169  0.143 -0.168 -0.165
id_09       0.181 -0.064  0.088  0.179  0.313  0.138  0.014  0.137  0.133
id_10       0.181 -0.064  0.088  0.179  0.313  0.138  0.014  0.137  0.133
id_11       1.000 -0.058  0.184  0.987  0.498  0.858  0.120  0.854  0.841
id_13      -0.058  1.000 -0.260 -0.057 -0.116 -0.066 -0.018 -0.066 -0.066
id_14       0.184 -0.260  1.000  0.182  0.341  0.146  0.129  0.145  0.146
id_15       0.987 -0.057  0.182  1.000  0.492  0.866  0.122  0.861  0.848
id_16       0.498 -0.116  0.341  0.492  1.000  0.428  0.039  0.426  0.419
id_17       0.858 -0.066  0.146  0.866  0.428  1.000  0.141  0.995  0.979
id_18       0.120 -0.018  0.129  0.122  0.039  0.141  1.000  0.139  0.134
id_19       0.854 -0.066  0.145  0.861  0.426  0.995  0.139  1.000  0.975
id_20       0.841 -0.066  0.146  0.848  0.419  0.979  0.134  0.975  1.000
id_21       0.033  0.064  0.152  0.033  0.055 -0.169  0.142 -0.169 -0.165
id_22       0.033  0.064  0.153  0.033  0.055 -0.169  0.142 -0.169 -0.165
id_23       0.033  0.064  0.153  0.033  0.055 -0.169  0.142 -0.169 -0.165
id_24       0.032  0.062  0.153  0.032  0.054 -0.153  0.147 -0.153 -0.150
id_25       0.033  0.064  0.153  0.033  0.055 -0.167  0.143 -0.166 -0.163
id_26       0.033  0.064  0.153  0.033  0.055 -0.169  0.142 -0.169 -0.165
id_27       0.033  0.064  0.153  0.033  0.055 -0.169  0.142 -0.169 -0.165
id_28       1.000 -0.058  0.184  0.987  0.498  0.858  0.120  0.854  0.841
id_29       0.181 -0.064  0.088  0.179  0.313  0.138  0.014  0.137  0.133
id_30       0.180 -0.260  0.978  0.178  0.333  0.143  0.135  0.143  0.143
id_31       0.951 -0.059  0.182  0.939  0.478  0.867  0.120  0.863  0.849
id_32       0.180 -0.260  0.978  0.178  0.334  0.143  0.136  0.143  0.143
id_34       0.176 -0.263  0.952  0.180  0.325  0.141  0.135  0.140  0.141
id_35       0.987 -0.057  0.182  1.000  0.492  0.866  0.122  0.861  0.848
id_36       0.987 -0.057  0.182  1.000  0.492  0.866  0.122  0.861  0.848
id_37       0.987 -0.057  0.182  1.000  0.492  0.866  0.122  0.861  0.848
id_38       0.987 -0.057  0.182  1.000  0.492  0.866  0.122  0.861  0.848
DeviceType     NA     NA     NA     NA     NA     NA     NA     NA     NA
DeviceInfo  0.367 -0.066  0.408  0.362  0.633  0.321  0.078  0.319  0.314
id_33_1     0.175 -0.242  0.949  0.173  0.324  0.140  0.133  0.140  0.140
id_33_2     0.175 -0.242  0.949  0.173  0.324  0.140  0.133  0.140  0.140
            id_21  id_22  id_23  id_24  id_25  id_26  id_27  id_28  id_29
id_02       0.033  0.033  0.033  0.032  0.033  0.033  0.033  0.980  0.180
id_03       0.004  0.005  0.005  0.002  0.004  0.005  0.005  0.162  0.890
id_04       0.004  0.005  0.005  0.002  0.004  0.005  0.005  0.162  0.890
id_05      -0.140 -0.140 -0.140 -0.125 -0.138 -0.140 -0.140  0.735  0.154
id_06      -0.140 -0.140 -0.140 -0.125 -0.138 -0.140 -0.140  0.735  0.154
id_07       0.998  0.999  0.999  0.962  0.996  0.998  0.999  0.033  0.013
id_08       0.998  0.999  0.999  0.962  0.996  0.998  0.999  0.033  0.013
id_09       0.013  0.013  0.013  0.009  0.013  0.013  0.013  0.181  1.000
id_10       0.013  0.013  0.013  0.009  0.013  0.013  0.013  0.181  1.000
id_11       0.033  0.033  0.033  0.032  0.033  0.033  0.033  1.000  0.181
id_13       0.064  0.064  0.064  0.062  0.064  0.064  0.064 -0.058 -0.064
id_14       0.152  0.153  0.153  0.153  0.153  0.153  0.153  0.184  0.088
id_15       0.033  0.033  0.033  0.032  0.033  0.033  0.033  0.987  0.179
id_16       0.055  0.055  0.055  0.054  0.055  0.055  0.055  0.498  0.313
id_17      -0.169 -0.169 -0.169 -0.153 -0.167 -0.169 -0.169  0.858  0.138
id_18       0.142  0.142  0.142  0.147  0.143  0.142  0.142  0.120  0.014
id_19      -0.169 -0.169 -0.169 -0.153 -0.166 -0.169 -0.169  0.854  0.137
id_20      -0.165 -0.165 -0.165 -0.150 -0.163 -0.165 -0.165  0.841  0.133
id_21       1.000  0.999  0.999  0.962  0.996  0.998  0.999  0.033  0.013
id_22       0.999  1.000  1.000  0.962  0.997  0.999  1.000  0.033  0.013
id_23       0.999  1.000  1.000  0.962  0.997  0.999  1.000  0.033  0.013
id_24       0.962  0.962  0.962  1.000  0.958  0.961  0.962  0.032  0.009
id_25       0.996  0.997  0.997  0.958  1.000  0.996  0.997  0.033  0.013
id_26       0.998  0.999  0.999  0.961  0.996  1.000  0.999  0.033  0.013
id_27       0.999  1.000  1.000  0.962  0.997  0.999  1.000  0.033  0.013
id_28       0.033  0.033  0.033  0.032  0.033  0.033  0.033  1.000  0.181
id_29       0.013  0.013  0.013  0.009  0.013  0.013  0.013  0.181  1.000
id_30       0.148  0.149  0.149  0.153  0.149  0.148  0.149  0.180  0.085
id_31       0.034  0.035  0.035  0.033  0.034  0.034  0.035  0.951  0.166
id_32       0.148  0.149  0.149  0.153  0.149  0.148  0.149  0.180  0.085
id_34       0.135  0.135  0.135  0.140  0.136  0.135  0.135  0.176  0.082
id_35       0.033  0.033  0.033  0.032  0.033  0.033  0.033  0.987  0.179
id_36       0.033  0.033  0.033  0.032  0.033  0.033  0.033  0.987  0.179
id_37       0.033  0.033  0.033  0.032  0.033  0.033  0.033  0.987  0.179
id_38       0.033  0.033  0.033  0.032  0.033  0.033  0.033  0.987  0.179
DeviceType     NA     NA     NA     NA     NA     NA     NA     NA     NA
DeviceInfo  0.040  0.040  0.040  0.039  0.041  0.040  0.040  0.367  0.191
id_33_1     0.145  0.145  0.145  0.149  0.145  0.145  0.145  0.175  0.078
id_33_2     0.145  0.145  0.145  0.149  0.145  0.145  0.145  0.175  0.078
            id_30  id_31  id_32  id_34  id_35  id_36  id_37  id_38
id_02       0.179  0.946  0.179  0.177  0.993  0.993  0.993  0.993
id_03       0.048  0.146  0.048  0.047  0.160  0.160  0.160  0.160
id_04       0.048  0.146  0.048  0.047  0.160  0.160  0.160  0.160
id_05       0.113  0.743  0.113  0.111  0.742  0.742  0.742  0.742
id_06       0.113  0.743  0.113  0.111  0.742  0.742  0.742  0.742
id_07       0.148  0.034  0.148  0.135  0.033  0.033  0.033  0.033
id_08       0.148  0.034  0.148  0.135  0.033  0.033  0.033  0.033
id_09       0.085  0.166  0.085  0.082  0.179  0.179  0.179  0.179
id_10       0.085  0.166  0.085  0.082  0.179  0.179  0.179  0.179
id_11       0.180  0.951  0.180  0.176  0.987  0.987  0.987  0.987
id_13      -0.260 -0.059 -0.260 -0.263 -0.057 -0.057 -0.057 -0.057
id_14       0.978  0.182  0.978  0.952  0.182  0.182  0.182  0.182
id_15       0.178  0.939  0.178  0.180  1.000  1.000  1.000  1.000
id_16       0.333  0.478  0.334  0.325  0.492  0.492  0.492  0.492
id_17       0.143  0.867  0.143  0.141  0.866  0.866  0.866  0.866
id_18       0.135  0.120  0.136  0.135  0.122  0.122  0.122  0.122
id_19       0.143  0.863  0.143  0.140  0.861  0.861  0.861  0.861
id_20       0.143  0.849  0.143  0.141  0.848  0.848  0.848  0.848
id_21       0.148  0.034  0.148  0.135  0.033  0.033  0.033  0.033
id_22       0.149  0.035  0.149  0.135  0.033  0.033  0.033  0.033
id_23       0.149  0.035  0.149  0.135  0.033  0.033  0.033  0.033
id_24       0.153  0.033  0.153  0.140  0.032  0.032  0.032  0.032
id_25       0.149  0.034  0.149  0.136  0.033  0.033  0.033  0.033
id_26       0.148  0.034  0.148  0.135  0.033  0.033  0.033  0.033
id_27       0.149  0.035  0.149  0.135  0.033  0.033  0.033  0.033
id_28       0.180  0.951  0.180  0.176  0.987  0.987  0.987  0.987
id_29       0.085  0.166  0.085  0.082  0.179  0.179  0.179  0.179
id_30       1.000  0.178  1.000  0.972  0.178  0.178  0.178  0.178
id_31       0.178  1.000  0.178  0.160  0.939  0.939  0.939  0.939
id_32       1.000  0.178  1.000  0.972  0.178  0.178  0.178  0.178
id_34       0.972  0.160  0.972  1.000  0.180  0.180  0.180  0.180
id_35       0.178  0.939  0.178  0.180  1.000  1.000  1.000  1.000
id_36       0.178  0.939  0.178  0.180  1.000  1.000  1.000  1.000
id_37       0.178  0.939  0.178  0.180  1.000  1.000  1.000  1.000
id_38       0.178  0.939  0.178  0.180  1.000  1.000  1.000  1.000
DeviceType     NA     NA     NA     NA     NA     NA     NA     NA
DeviceInfo  0.418  0.368  0.417  0.391  0.362  0.362  0.362  0.362
id_33_1     0.970  0.174  0.970  0.944  0.173  0.173  0.173  0.173
id_33_2     0.970  0.174  0.970  0.944  0.173  0.173  0.173  0.173
           DeviceType DeviceInfo id_33_1 id_33_2
id_02              NA      0.365   0.174   0.174
id_03              NA      0.172   0.042   0.042
id_04              NA      0.172   0.042   0.042
id_05              NA      0.272   0.112   0.112
id_06              NA      0.272   0.112   0.112
id_07              NA      0.040   0.145   0.145
id_08              NA      0.040   0.145   0.145
id_09              NA      0.191   0.078   0.078
id_10              NA      0.191   0.078   0.078
id_11              NA      0.367   0.175   0.175
id_13              NA     -0.066  -0.242  -0.242
id_14              NA      0.408   0.949   0.949
id_15              NA      0.362   0.173   0.173
id_16              NA      0.633   0.324   0.324
id_17              NA      0.321   0.140   0.140
id_18              NA      0.078   0.133   0.133
id_19              NA      0.319   0.140   0.140
id_20              NA      0.314   0.140   0.140
id_21              NA      0.040   0.145   0.145
id_22              NA      0.040   0.145   0.145
id_23              NA      0.040   0.145   0.145
id_24              NA      0.039   0.149   0.149
id_25              NA      0.041   0.145   0.145
id_26              NA      0.040   0.145   0.145
id_27              NA      0.040   0.145   0.145
id_28              NA      0.367   0.175   0.175
id_29              NA      0.191   0.078   0.078
id_30              NA      0.418   0.970   0.970
id_31              NA      0.368   0.174   0.174
id_32              NA      0.417   0.970   0.970
id_34              NA      0.391   0.944   0.944
id_35              NA      0.362   0.173   0.173
id_36              NA      0.362   0.173   0.173
id_37              NA      0.362   0.173   0.173
id_38              NA      0.362   0.173   0.173
DeviceType          1         NA      NA      NA
DeviceInfo         NA      1.000   0.404   0.404
id_33_1            NA      0.404   1.000   1.000
id_33_2            NA      0.404   1.000   1.000
  • NA 상관관계에서 보면 id_18가 가진 NA는 다른 변수와는 상관 없어 보임
  • 다른 값으로 대체하거나 빼고 해야 할듯


3.

변수들간 NA 패턴

(na_pattern <- na_pattern_func(identityD, no_na_features))
    pattern_cnt DeviceType id_15 id_35 id_36 id_37 id_38 id_02 id_11 id_28
1          2133          1     1     1     1     1     1     1     1     1
2           122          1     1     1     1     1     1     1     1     1
3             1          1     1     1     1     1     1     1     1     1
4             5          1     1     1     1     1     1     1     1     1
5             4          1     1     1     1     1     1     1     1     1
6             3          1     1     1     1     1     1     1     1     1
7             5          1     1     1     1     1     1     1     1     1
8         18344          1     1     1     1     1     1     1     1     1
9           358          1     1     1     1     1     1     1     1     1
10           54          1     1     1     1     1     1     1     1     1
11           13          1     1     1     1     1     1     1     1     1
12            3          1     1     1     1     1     1     1     1     1
13        30919          1     1     1     1     1     1     1     1     1
14          185          1     1     1     1     1     1     1     1     1
15           40          1     1     1     1     1     1     1     1     1
16         3913          1     1     1     1     1     1     1     1     1
17           45          1     1     1     1     1     1     1     1     1
18            5          1     1     1     1     1     1     1     1     1
19            1          1     1     1     1     1     1     1     1     1
20         4715          1     1     1     1     1     1     1     1     1
21           65          1     1     1     1     1     1     1     1     1
22          541          1     1     1     1     1     1     1     1     1
23           13          1     1     1     1     1     1     1     1     1
24            1          1     1     1     1     1     1     1     1     1
25         1005          1     1     1     1     1     1     1     1     1
26            3          1     1     1     1     1     1     1     1     1
27          100          1     1     1     1     1     1     1     1     1
28            1          1     1     1     1     1     1     1     1     1
29           98          1     1     1     1     1     1     1     1     1
30            1          1     1     1     1     1     1     1     1     1
31            3          1     1     1     1     1     1     1     1     1
32            1          1     1     1     1     1     1     1     1     1
33            2          1     1     1     1     1     1     1     1     1
34            1          1     1     1     1     1     1     1     1     1
35           11          1     1     1     1     1     1     1     1     1
36           35          1     1     1     1     1     1     1     1     1
37         3197          1     1     1     1     1     1     1     1     1
38           57          1     1     1     1     1     1     1     1     1
39            1          1     1     1     1     1     1     1     1     1
40            1          1     1     1     1     1     1     1     1     1
41            1          1     1     1     1     1     1     1     1     1
42            1          1     1     1     1     1     1     1     1     1
43        18075          1     1     1     1     1     1     1     1     1
44          224          1     1     1     1     1     1     1     1     1
45           33          1     1     1     1     1     1     1     1     1
46            3          1     1     1     1     1     1     1     1     1
47        29610          1     1     1     1     1     1     1     1     1
48            1          1     1     1     1     1     1     1     1     1
49            2          1     1     1     1     1     1     1     1     1
50           52          1     1     1     1     1     1     1     1     1
51            1          1     1     1     1     1     1     1     1     1
52          339          1     1     1     1     1     1     1     1     1
53            6          1     1     1     1     1     1     1     1     1
54          627          1     1     1     1     1     1     1     1     1
55            1          1     1     1     1     1     1     1     1     1
56            1          1     1     1     1     1     1     1     1     1
57            2          1     1     1     1     1     1     1     1     1
58            2          1     1     1     1     1     1     1     1     1
59           86          1     1     1     1     1     1     1     1     1
60            4          1     1     1     1     1     1     1     1     1
61           98          1     1     1     1     1     1     1     1     1
62            8          1     1     1     1     1     1     1     1     1
63            4          1     1     1     1     1     1     1     1     1
64          124          1     1     1     1     1     1     1     1     1
65           18          1     1     1     1     1     1     1     1     1
66           38          1     1     1     1     1     1     1     1     1
67            2          1     1     1     1     1     1     1     1     1
68           18          1     1     1     1     1     1     1     1     1
69            2          1     1     1     1     1     1     1     1     1
70            5          1     1     1     1     1     1     1     1     1
71            3          1     1     1     1     1     1     1     1     1
72            1          1     1     1     1     1     1     1     1     1
73           10          1     1     1     1     1     1     1     1     1
74            7          1     1     1     1     1     1     1     1     1
75          171          1     1     1     1     1     1     1     1     1
76           23          1     1     1     1     1     1     1     1     1
77           14          1     1     1     1     1     1     1     1     1
78          682          1     1     1     1     1     1     1     1     1
79            2          1     1     1     1     1     1     1     1     1
80            3          1     1     1     1     1     1     1     1     1
81           26          1     1     1     1     1     1     1     1     1
82            2          1     1     1     1     1     1     1     1     1
83            2          1     1     1     1     1     1     1     1     1
84           28          1     1     1     1     1     1     1     1     1
85           47          1     1     1     1     1     1     1     1     1
86            1          1     1     1     1     1     1     1     1     1
87           96          1     1     1     1     1     1     1     1     1
88           13          1     1     1     1     1     1     1     1     1
89            4          1     1     1     1     1     1     1     1     1
90          123          1     1     1     1     1     1     1     1     1
91            1          1     1     1     1     1     1     1     1     1
92            5          1     1     1     1     1     1     1     1     1
93            2          1     1     1     1     1     1     1     1     1
94           12          1     1     1     1     1     1     1     1     1
95            2          1     1     1     1     1     1     1     1     1
96          142          1     1     1     1     1     1     1     1     1
97            7          1     1     1     1     1     1     1     1     1
98           19          1     1     1     1     1     1     1     1     1
99            1          1     1     1     1     1     1     1     1     1
100         491          1     1     1     1     1     1     1     1     1
101           8          1     1     1     1     1     1     1     1     1
102         230          1     1     1     1     1     1     1     1     1
103           2          1     1     1     1     1     1     1     1     1
104         277          1     1     1     1     1     1     1     1     1
105           2          1     1     1     1     1     1     1     1     1
106          28          1     1     1     1     1     1     1     1     1
107          16          1     1     1     1     1     1     1     1     1
108           1          1     1     1     1     1     1     1     1     1
109           1          1     1     1     1     1     1     1     1     1
110          87          1     1     1     1     1     1     1     1     1
111           1          1     1     1     1     1     1     1     1     1
112         159          1     1     1     1     1     1     1     1     1
113          40          1     1     1     1     1     1     1     1     1
114           2          1     1     1     1     1     1     1     1     1
115       13200          1     1     1     1     1     1     1     1     1
116          23          1     1     1     1     1     1     1     1     1
117          22          1     1     1     1     1     1     1     1     1
118       32740          1     1     1     1     1     1     1     1     1
119           5          1     1     1     1     1     1     1     1     1
120         719          1     1     1     1     1     1     1     1     1
121           2          1     1     1     1     1     1     1     1     1
122           1          1     1     1     1     1     1     1     1     1
123        1847          1     1     1     1     1     1     1     1     1
124           2          1     1     1     1     1     1     1     1     1
125          10          1     1     1     1     1     1     1     1     1
126          19          1     1     1     1     1     1     1     1     1
127           2          1     1     1     1     1     1     1     1     1
128        9416          1     1     1     1     1     1     1     1     1
129          22          1     1     1     1     1     1     1     1     1
130          15          1     1     1     1     1     1     1     1     1
131       23088          1     1     1     1     1     1     1     1     1
132         640          1     1     1     1     1     1     1     1     1
133           1          1     1     1     1     1     1     1     1     1
134           1          1     1     1     1     1     1     1     1     1
135         295          1     1     1     1     1     1     1     1     1
136           5          1     1     1     1     1     1     1     1     1
137           2          1     1     1     1     1     1     1     1     1
138           4          1     1     1     1     1     1     1     1     1
139         259          1     1     1     1     1     1     1     1     1
140           9          1     1     1     1     1     1     1     1     1
141          10          1     1     1     1     1     1     1     1     1
142           1          1     1     1     1     1     1     1     1     1
143          16          1     1     1     1     1     1     1     1     1
144           9          1     1     1     1     1     1     1     1     1
145           4          1     1     1     1     1     1     1     1     1
146           1          1     1     1     1     1     1     1     1     1
147           3          1     1     1     1     1     1     1     1     1
148           2          1     1     1     1     1     1     1     1     1
149          12          1     1     1     1     1     1     1     1     1
150           1          1     1     1     1     1     1     1     1     1
151           3          1     1     1     1     1     1     1     1     1
152           1          1     1     1     1     1     1     1     1     1
153           2          1     1     1     1     1     1     1     1     1
154           3          1     1     1     1     1     1     1     1     1
155          55          1     1     1     1     1     1     1     1     1
156          92          1     1     1     1     1     1     1     1     1
157           1          1     1     1     1     1     1     1     1     1
158         122          1     1     1     1     1     1     1     1     1
159           1          1     1     1     1     1     1     1     1     1
160           5          1     1     1     1     1     1     1     1     1
161           1          1     1     1     1     1     1     1     1     1
162           1          1     1     1     1     1     1     1     1     1
163           5          1     1     1     1     1     1     1     1     1
164           3          1     1     1     1     1     1     1     1     1
165           2          1     1     1     1     1     1     1     1     1
166           3          1     1     1     1     1     1     1     1     1
167           3          1     1     1     1     1     1     1     1     1
168           1          1     1     1     1     1     1     1     1     1
169          95          1     1     1     1     1     1     1     1     1
170           6          1     1     1     1     1     1     1     1     1
171          11          1     1     1     1     1     1     1     1     1
172         517          1     1     1     1     1     1     1     1     1
173           4          1     1     1     1     1     1     1     1     1
174          19          1     1     1     1     1     1     1     1     1
175           3          1     1     1     1     1     1     1     1     1
176           3          1     1     1     1     1     1     1     1     1
177           1          1     1     1     1     1     1     1     1     1
178          53          1     1     1     1     1     1     1     1     1
179           9          1     1     1     1     1     1     1     1     1
180           1          1     1     1     1     1     1     1     1     1
181         311          1     1     1     1     1     1     1     1     1
182          11          1     1     1     1     1     1     1     1     1
183          91          1     1     1     1     1     1     1     1     1
184           1          1     1     1     1     1     1     1     1     1
185          88          1     1     1     1     1     1     1     1     1
186           2          1     1     1     1     1     1     1     1     1
187           3          1     1     1     1     1     1     1     1     1
188          17          1     1     1     1     1     1     1     1     1
189         137          1     1     1     1     1     1     1     1     1
190         254          1     1     1     1     1     1     1     1     1
191           4          1     1     1     1     1     1     1     1     1
192           2          1     1     1     1     1     1     1     1     1
193        1730          1     1     1     1     1     1     1     1     1
194           5          1     1     1     1     1     1     1     1     1
195           2          1     1     1     1     1     1     1     1     1
196        8365          1     1     1     1     1     1     1     1     1
197         155          1     1     1     1     1     1     1     1     1
198         517          1     1     1     1     1     1     1     1     1
199           5          1     1     1     1     1     1     1     1     1
200        1319          1     1     1     1     1     1     1     1     1
201           5          1     1     1     1     1     1     1     1     1
202           3          1     1     1     1     1     1     1     1     1
203        5760          1     1     1     1     1     1     1     1     1
204          27          1     1     1     1     1     1     1     1     1
205           1          1     1     1     1     1     1     1     1     1
206           1          1     1     1     1     1     1     1     1     1
207         158          1     1     1     1     1     1     1     1     1
208          13          1     1     1     1     1     1     1     1     1
209           5          1     1     1     1     1     1     1     1     1
210         212          1     1     1     1     1     1     1     1     1
211           2          1     1     1     1     1     1     1     1     1
212           9          1     1     1     1     1     1     1     1     1
213          25          1     1     1     1     1     1     1     1     1
214           1          1     1     1     1     1     1     1     1     1
215         244          1     1     1     1     1     1     1     1     1
216           4          1     1     1     1     1     1     1     1     1
217         443          1     1     1     1     1     1     1     1     1
218           1          1     1     1     1     1     1     1     1     1
219          10          1     1     1     1     1     1     1     1     1
220          17          1     1     1     1     1     1     1     1     1
221           1          1     1     1     1     1     1     1     1     1
222           2          1     1     1     1     1     1     1     1     1
223           2          1     1     1     1     1     1     1     1     1
224           7          1     1     1     1     1     1     1     1     1
225           9          1     1     1     1     1     1     1     1     1
226           2          1     1     1     1     1     1     1     1     1
227           1          1     1     1     1     1     1     1     1     1
228           4          1     1     1     1     1     1     1     1     1
229           4          1     1     1     1     1     1     1     1     1
230           5          1     1     1     1     1     1     1     1     1
231           1          1     1     1     1     1     1     1     1     1
232           8          1     1     1     1     1     1     1     1     1
233         499          1     1     1     1     1     1     1     1     1
234         258          1     1     1     1     1     1     1     1     1
235           3          1     1     1     1     1     1     1     1     1
236         441          1     1     1     1     1     1     1     1     1
237           1          1     1     1     1     1     1     1     1     1
238        1026          1     1     1     1     1     1     1     1     1
239           1          1     1     1     1     1     1     1     1     1
240           2          1     1     1     1     1     1     1     1     1
241           9          1     1     1     1     1     1     1     1     1
242           5          1     1     1     1     1     1     1     1     1
243          10          1     1     1     1     1     1     1     1     1
244           1          1     1     1     1     1     1     1     1     1
245         137          1     1     1     1     1     1     1     1     1
246         167          1     1     1     1     1     1     1     1     1
247         201          1     1     1     1     1     1     1     1     1
248         833          1     1     1     1     1     1     1     1     1
249        6863          1     1     1     1     1     1     1     1     1
250       10360          1     1     1     1     1     1     1     1     1
251        4551          1     1     1     1     1     1     1     1     1
252        8343          1     1     1     1     1     1     1     1     1
253         423          1     1     1     1     1     1     1     1     1
254         591          1     1     1     1     1     1     1     1     1
255         260          1     1     1     1     1     1     1     1     1
256         397          1     1     1     1     1     1     1     1     1
257          14          1     1     1     1     1     1     1     1     1
258          11          1     1     1     1     1     1     1     1     1
259           1          1     1     1     1     1     1     1     1     1
260          11          1     1     1     1     1     1     1     1     1
261          28          1     1     1     1     1     1     1     1     1
262           2          1     1     1     1     1     1     1     1     1
263           5          1     1     1     1     1     1     1     1     1
264          18          1     1     1     1     1     1     1     1     1
265        2841          1     1     1     1     1     1     1     1     1
266        5065          1     1     1     1     1     1     1     1     1
267           1          1     1     1     1     1     1     1     1     1
268           4          1     1     1     1     1     1     1     1     1
269         125          1     1     1     1     1     1     1     1     1
270         252          1     1     1     1     1     1     1     1     1
271           9          1     1     1     1     1     1     1     1     1
272          13          1     1     1     1     1     1     1     1     1
273          49          1     1     1     1     1     1     1     1     1
274          49          1     1     1     1     1     1     1     1     1
275          15          1     1     1     1     1     1     1     1     1
276           4          1     1     1     1     1     1     1     1     1
277           5          1     1     1     1     1     1     1     1     1
278           5          1     1     1     1     1     1     1     1     1
279           1          1     1     1     1     1     1     1     1     1
280           4          1     1     1     1     1     1     1     1     1
281          74          1     1     1     1     1     1     1     1     1
282           2          1     1     1     1     1     1     1     1     1
283           5          1     1     1     1     1     1     1     1     1
284          27          1     1     1     1     1     1     1     1     1
285          31          1     1     1     1     1     1     1     1     1
286           3          1     1     1     1     1     1     1     1     1
287           2          1     1     1     1     1     1     1     1     1
288          15          1     1     1     1     1     1     1     1     1
289          94          1     1     1     1     1     1     1     1     1
290          33          1     1     1     1     1     1     1     1     1
291          28          1     1     1     1     1     1     1     1     1
292          19          1     1     1     1     1     1     1     1     1
293          40          1     1     1     1     1     1     1     1     1
294         134          1     1     1     1     1     1     1     1     1
295         246          1     1     1     1     1     1     1     1     1
296           7          1     1     1     1     1     1     1     1     1
297         407          1     1     1     1     1     1     1     1     1
298         819          1     1     1     1     1     1     1     1     1
299         877          1     1     1     1     1     1     1     1     1
300         847          1     1     1     1     1     1     1     1     1
301          41          1     1     1     1     1     1     1     1     1
302          57          1     1     1     1     1     1     1     1     1
303          13          1     1     1     1     1     1     1     1     1
304          21          1     1     1     1     1     1     1     1     1
305           1          1     1     1     1     1     1     1     1     1
306           2          1     1     1     1     1     1     1     1     1
307           1          1     1     1     1     1     1     1     1     1
308          13          1     1     1     1     1     1     1     1     1
309           1          1     1     1     1     1     1     1     1     1
310           1          1     1     1     1     1     1     1     1     1
311         188          1     1     1     1     1     1     1     1     1
312         321          1     1     1     1     1     1     1     1     1
313          12          1     1     1     1     1     1     1     1     1
314           8          1     1     1     1     1     1     1     1     1
315           1          1     1     1     1     1     1     1     1     1
316           2          1     1     1     1     1     1     1     1     1
317           9          1     1     1     1     1     1     1     1     1
318           1          1     1     1     1     1     1     1     1     1
319           1          1     1     1     1     1     1     1     1     1
320           2          1     1     1     1     1     1     1     1     1
321           8          1     1     1     1     1     1     1     1     1
322           2          1     1     1     1     1     1     1     1     1
323           1          1     1     1     1     1     1     1     1     1
324           3          1     1     1     1     1     1     1     1     1
325          10          1     1     1     1     1     1     1     1     1
326          62          1     1     1     1     1     1     1     1     1
327          96          1     1     1     1     1     1     1     1     1
328           2          1     1     1     1     1     1     1     1     1
329           4          1     1     1     1     1     1     1     1     1
330          40          1     1     1     1     1     1     1     1     1
331          80          1     1     1     1     1     1     1     1     1
332          19          1     1     1     1     1     1     1     1     1
333          96          1     1     1     1     1     1     1     1     1
334           1          1     1     1     1     1     1     1     1     1
335          12          1     1     1     1     1     1     1     1     1
336          26          1     1     1     1     1     1     1     1     1
337         109          1     1     1     1     1     1     1     1     1
338          21          1     1     1     1     1     1     1     1     1
339           4          1     1     1     1     1     1     1     1     1
340           3          1     1     1     1     1     1     1     1     1
341         300          1     1     1     1     1     1     1     1     1
342           4          1     1     1     1     1     1     1     1     1
343          15          1     1     1     1     1     1     1     1     1
344           1          1     1     1     1     1     1     1     1     1
345          16          1     1     1     1     1     1     1     1     1
346           1          1     1     1     1     1     1     1     1     1
347           6          1     1     1     1     1     1     1     1     1
348          32          1     1     1     1     1     1     1     1     1
349           2          1     1     1     1     1     1     1     1     1
350           1          1     1     1     1     1     1     1     1     1
351        1401          1     1     1     1     1     1     1     1     1
352           3          1     1     1     1     1     1     1     1     1
353          66          1     1     1     1     1     1     1     1     1
354           1          1     1     1     1     1     1     1     1     1
355           2          1     1     1     1     1     1     1     1     1
356          12          1     1     1     1     1     1     1     1     1
357           1          1     1     1     1     1     1     1     1     1
358           1          1     1     1     1     1     1     1     1     1
359           2          1     1     1     1     1     1     1     1     1
360           2          1     1     1     1     1     1     1     1     1
361           5          1     1     1     1     1     1     1     1     1
362           1          1     1     1     1     1     1     1     1     1
363          28          1     1     1     1     1     1     1     1     1
364           1          1     1     1     1     1     1     1     1     1
365           2          1     1     1     1     1     1     1     1     1
366           1          1     1     1     1     1     1     1     1     1
367           3          1     1     1     1     1     1     1     1     1
368         297          1     1     1     1     1     1     1     1     1
369           1          1     1     1     1     1     1     1     1     1
370           1          1     1     1     1     1     1     1     1     1
371           1          1     1     1     1     1     1     1     1     1
372         521          1     1     1     1     1     1     1     1     1
373           1          1     1     1     1     1     1     1     1     1
374           7          1     1     1     1     1     1     1     1     1
375           1          1     1     1     1     1     1     1     1     1
376           6          1     1     1     1     1     1     1     1     1
377           1          1     1     1     1     1     1     1     1     1
378           1          1     1     1     1     1     1     1     1     1
379           7          1     1     1     1     1     1     1     1     1
380           8          1     1     1     1     1     1     1     1     1
381           7          1     1     1     1     1     1     1     1     1
382          70          1     1     1     1     1     1     1     1     1
383           1          1     1     1     1     1     1     1     1     1
384           1          1     1     1     1     1     1     1     1     1
385         126          1     1     1     1     1     1     1     1     1
386           2          1     1     1     1     1     1     1     1     1
387           3          1     1     1     1     1     1     1     1     1
388           1          1     1     1     1     1     1     1     1     1
389          24          1     1     1     1     1     1     1     1     1
390           3          1     1     1     1     1     1     1     1     1
391           1          1     1     1     1     1     1     1     1     1
392          28          1     1     1     1     1     1     1     1     1
393           4          1     1     1     1     1     1     1     1     1
394           1          1     1     1     1     1     1     1     1     1
395         273          1     1     1     1     1     1     1     1     1
396         102          1     1     1     1     1     1     1     1     1
397           5          1     1     1     1     1     1     1     1     1
398           5          1     1     1     1     1     1     1     1     1
399           1          1     1     1     1     1     1     1     1     1
400           2          1     1     1     1     1     1     1     1     1
401         222          1     1     1     1     1     1     1     1     1
402           1          1     1     1     1     1     1     1     1     1
403          16          1     1     1     1     1     1     1     1     1
404           3          1     1     1     1     1     1     1     1     1
405           2          1     1     1     1     1     1     1     1     1
406           1          1     1     1     1     1     1     1     1     1
407           2          1     1     1     1     1     1     1     1     1
408          19          1     1     1     1     1     1     1     1     1
409          14          1     1     1     1     1     1     1     1     1
410           1          1     1     1     1     1     1     1     1     1
411          12          1     1     1     1     1     1     1     1     1
412           3          1     1     1     1     1     1     1     1     1
413           2          1     1     1     1     1     1     1     1     1
414           1          1     1     1     1     1     1     1     1     1
415          47          1     1     1     1     1     1     1     1     1
416           2          1     1     1     1     1     1     1     1     1
417          25          1     1     1     1     1     1     1     1     1
418           3          1     1     1     1     1     1     1     1     1
419           1          1     1     1     1     1     1     1     1     1
420           1          1     1     1     1     1     1     1     1     1
421           3          1     1     1     1     1     1     1     1     1
422          31          1     1     1     1     1     1     1     1     1
423           1          1     1     1     1     1     1     1     1     1
424          18          1     1     1     1     1     1     1     1     1
425           1          1     1     1     1     1     1     1     1     1
426           1          1     1     1     1     1     1     1     1     1
427          84          1     1     1     1     1     1     1     1     1
428          53          1     1     1     1     1     1     1     1     1
429           4          1     1     1     1     1     1     1     1     1
430           3          1     1     1     1     1     1     1     1     1
431          30          1     1     1     1     1     1     1     1     1
432          29          1     1     1     1     1     1     1     1     1
433           1          1     1     1     1     1     1     1     1     1
434          16          1     1     1     1     1     1     1     1     1
435          12          1     1     1     1     1     1     1     1     1
436           3          1     1     1     1     1     1     1     1     1
437           8          1     1     1     1     1     1     1     1     1
438          10          1     1     1     1     1     1     1     1     1
439           5          1     1     1     1     1     1     1     1     1
440           3          1     1     1     1     1     1     1     1     1
441          13          1     1     1     1     1     1     1     1     1
442           7          1     1     1     1     1     1     1     1     1
443           7          1     1     1     1     1     1     1     1     1
444           4          1     1     1     1     1     1     1     1     1
445           3          1     1     1     1     1     1     1     1     1
446           1          1     1     1     1     1     1     1     1     1
447           1          1     1     1     1     1     1     1     1     1
448           1          1     1     1     1     1     1     1     1     1
449           4          1     1     1     1     1     1     1     1     1
450          16          1     1     1     1     1     1     1     1     1
451           6          1     1     1     1     1     1     1     1     1
452           3          1     1     1     1     1     1     1     1     1
453           2          1     1     1     1     1     1     1     1     1
454           2          1     1     1     1     1     1     1     1     1
455           5          1     1     1     1     1     1     1     1     1
456           1          1     1     1     1     1     1     1     1     1
457           2          1     1     1     1     1     1     1     1     1
458           1          1     1     1     1     1     1     1     1     1
459           2          1     1     1     1     1     1     1     1     1
460           1          1     1     1     1     1     1     1     1     1
461           1          1     1     1     1     1     1     1     1     1
462           1          1     1     1     1     1     1     1     1     1
463          12          1     1     1     1     1     1     1     1     1
464           6          1     1     1     1     1     1     1     1     1
465           2          1     1     1     1     1     1     1     1     1
466           1          1     1     1     1     1     1     1     1     1
467           2          1     1     1     1     1     1     1     1     1
468           6          1     1     1     1     1     1     1     1     1
469           8          1     1     1     1     1     1     1     1     1
470           1          1     1     1     1     1     1     1     1     1
471           2          1     1     1     1     1     1     1     1     1
472           2          1     1     1     1     1     1     1     1     1
473           1          1     1     1     1     1     1     1     1     1
474           9          1     1     1     1     1     1     1     1     1
475           1          1     1     1     1     1     1     1     1     1
476           1          1     1     1     1     1     1     1     1     1
477           1          1     1     1     1     1     1     1     1     1
478           1          1     1     1     1     1     1     1     1     1
479           1          1     1     1     1     1     1     1     1     1
480           1          1     1     1     1     1     1     1     1     1
481           1          1     1     1     1     1     1     1     1     1
482           1          1     1     1     1     1     1     1     1     1
483           2          1     1     1     1     1     1     1     1     1
484           1          1     1     1     1     1     1     1     1     1
485           1          1     1     1     1     1     1     1     1     1
486          13          1     1     1     1     1     1     1     1     1
487           1          1     1     1     1     1     1     1     1     1
488           3          1     1     1     1     1     1     1     1     1
489           2          1     1     1     1     1     1     1     1     1
490          18          1     1     1     1     1     1     1     1     1
491         556          1     1     1     1     1     1     1     1     1
492          24          1     1     1     1     1     1     1     1     1
493           8          1     1     1     1     1     1     1     1     1
494           1          1     1     1     1     1     1     1     1     1
495         289          1     1     1     1     1     1     1     1     1
496           4          1     1     1     1     1     1     1     1     1
497           1          1     1     1     1     1     1     1     1     1
498          31          1     1     1     1     1     1     1     1     1
499          20          1     1     1     1     1     1     1     1     1
500           2          1     1     1     1     1     1     1     1     1
501           1          1     1     1     1     1     1     1     1     1
502         301          1     1     1     1     1     1     1     1     1
503          11          1     1     1     1     1     1     1     1     1
504           1          1     1     1     1     1     1     1     1     1
505           1          1     1     1     1     1     1     1     1     1
506           1          1     1     1     1     1     1     1     1     1
507           1          1     1     1     1     1     1     1     1     1
508          16          1     1     1     1     1     1     1     1     1
509           2          1     1     1     1     1     1     1     1     1
510          64          1     1     1     1     1     1     1     1     1
511           2          1     1     1     1     1     1     1     1     1
512          42          1     1     1     1     1     1     1     1     1
513           3          1     1     1     1     1     1     1     1     1
514           7          1     1     1     1     1     1     1     1     1
515           2          1     1     1     1     1     1     1     1     1
516          12          1     1     1     1     1     1     1     1     1
517           8          1     1     1     1     1     1     1     1     1
518           2          1     1     1     1     1     1     1     1     1
519           3          1     1     1     1     1     1     1     1     1
520          29          1     1     1     1     1     1     1     1     1
521           1          1     1     1     1     1     1     1     1     1
522           6          1     1     1     1     1     1     1     1     1
523          14          1     1     1     1     1     1     1     1     1
524           4          1     1     1     1     1     1     1     1     1
525           2          1     1     1     1     1     1     1     1     1
526           2          1     1     1     1     1     1     1     1     1
527         157          1     1     1     1     1     1     1     1     1
528          74          1     1     1     1     1     1     1     1     1
529           1          1     1     1     1     1     1     1     1     1
530           6          1     1     1     1     1     1     1     1     1
531          20          1     1     1     1     1     1     1     1     1
532          55          1     1     1     1     1     1     1     1     1
533          23          1     1     1     1     1     1     1     1     1
534          29          1     1     1     1     1     1     1     1     1
535           1          1     1     1     1     1     1     1     1     1
536           7          1     1     1     1     1     1     1     1     1
537           1          1     1     1     1     1     1     1     1     1
538           5          1     1     1     1     1     1     1     1     1
539           2          1     1     1     1     1     1     1     1     1
540           1          1     1     1     1     1     1     1     1     1
541           1          1     1     1     1     1     1     1     1     1
542          36          1     1     1     1     1     1     1     1     1
543          12          1     1     1     1     1     1     1     1     1
544           3          1     1     1     1     1     1     1     1     1
545           8          1     1     1     1     1     1     1     1     1
546          18          1     1     1     1     1     1     1     1     1
547           9          1     1     1     1     1     1     1     1     1
548           4          1     1     1     1     1     1     1     1     1
549           1          1     1     1     1     1     1     1     1     1
550           3          1     1     1     1     1     1     1     1     1
551           4          1     1     1     1     1     1     1     1     1
552           1          1     1     1     1     1     1     1     1     1
553           2          1     1     1     1     1     1     1     1     1
554           3          1     1     1     1     1     1     1     1     1
555           1          1     1     1     1     1     1     1     1     1
556           1          1     1     1     1     1     1     1     1     1
557          15          1     1     1     1     1     1     1     1     1
558           2          1     1     1     1     1     1     1     1     1
559          15          1     1     1     1     1     1     1     1     1
560           2          1     1     1     1     1     1     1     1     1
561           1          1     1     1     1     1     1     1     1     1
562           3          1     1     1     1     1     1     1     1     1
563          38          1     1     1     1     1     1     1     1     1
564          11          1     1     1     1     1     1     1     1     1
565           9          1     1     1     1     1     1     1     1     1
566          11          1     1     1     1     1     1     1     1     1
567          13          1     1     1     1     1     1     1     1     1
568           6          1     1     1     1     1     1     1     1     1
569           3          1     1     1     1     1     1     1     1     1
570           9          1     1     1     1     1     1     1     1     1
571          14          1     1     1     1     1     1     1     1     1
572           5          1     1     1     1     1     1     1     1     1
573           1          1     1     1     1     1     1     1     1     1
574           1          1     1     1     1     1     1     1     1     1
575           1          1     1     1     1     1     1     1     1     1
576          11          1     1     1     1     1     1     1     1     1
577          18          1     1     1     1     1     1     1     1     1
578           9          1     1     1     1     1     1     1     1     1
579          22          1     1     1     1     1     1     1     1     1
580           1          1     1     1     1     1     1     1     1     1
581           1          1     1     1     1     1     1     1     1     1
582           1          1     1     1     1     1     1     1     1     1
583           4          1     1     1     1     1     1     1     1     1
584           5          1     1     1     1     1     1     1     1     1
585           1          1     1     1     1     1     1     1     1     1
586           5          1     1     1     1     1     1     1     1     1
587          44          1     1     1     1     1     1     1     1     1
588          68          1     1     1     1     1     1     1     1     1
589           1          1     1     1     1     1     1     1     1     1
590           1          1     1     1     1     1     1     1     1     1
591          17          1     1     1     1     1     1     1     1     1
592          15          1     1     1     1     1     1     1     1     1
593           1          1     1     1     1     1     1     1     1     1
594           1          1     1     1     1     1     1     1     1     1
595           1          1     1     1     1     1     1     1     1     1
596           4          1     1     1     1     1     1     1     1     1
597           4          1     1     1     1     1     1     1     1     1
598           1          1     1     1     1     1     1     1     1     1
599           3          1     1     1     1     1     1     1     1     1
600           2          1     1     1     1     1     1     1     1     1
601          14          1     1     1     1     1     1     1     1     1
602           5          1     1     1     1     1     1     1     1     1
603           1          1     1     1     1     1     1     1     1     1
604           1          1     1     1     1     1     1     1     1     1
605           5          1     1     1     1     1     1     1     1     1
606           4          1     1     1     1     1     1     1     1     1
607           1          1     1     1     1     1     1     1     1     1
608           2          1     1     1     1     1     1     1     1     1
609           3          1     1     1     1     1     1     1     1     1
610           1          1     1     1     1     1     1     1     1     1
611           1          1     1     1     1     1     1     1     1     1
612           2          1     1     1     1     1     1     1     1     1
613           1          1     1     1     1     1     1     1     1     1
614           1          1     1     1     1     1     1     1     1     1
615           2          1     1     1     1     1     1     1     1     1
616           1          1     1     1     1     1     1     1     1     1
617           1          1     1     1     1     1     1     1     1     1
618           1          1     1     1     1     1     1     1     1     1
619         177          1     1     1     1     1     1     1     1     1
620           1          1     1     1     1     1     1     1     1     1
621           6          1     1     1     1     1     1     1     1     1
622           1          1     1     1     1     1     1     1     1     1
623           1          1     1     1     1     1     1     1     1     1
624         156          1     1     1     1     1     1     1     1     1
625           1          1     1     1     1     1     1     1     1     1
626          35          1     1     1     1     1     1     1     1     1
627           6          1     1     1     1     1     1     1     1     1
628          61          1     1     1     1     1     1     1     0     0
629          70          1     1     1     1     1     1     1     0     0
630          22          1     1     1     1     1     1     1     0     0
631          18          1     1     1     1     1     1     1     0     0
632          19          1     1     1     1     1     1     1     0     0
633          15          1     1     1     1     1     1     1     0     0
634           1          1     1     1     1     1     1     0     1     1
635           1          1     1     1     1     1     1     0     1     1
636         110          1     1     1     1     1     1     0     1     1
637           1          1     1     1     1     1     1     0     1     1
638           1          1     1     1     1     1     1     0     0     0
639        8178          1     0     0     0     0     0     0     0     0
640          NA          0  8178  8178  8178  8178  8178  8292  8384  8384
    id_31 id_17 id_19 id_20 id_05 id_06 id_13 id_16 DeviceInfo  id_14
1       1     1     1     1     1     1     1     1          1      1
2       1     1     1     1     1     1     1     1          1      1
3       1     1     1     1     1     1     1     1          1      1
4       1     1     1     1     1     1     1     1          1      1
5       1     1     1     1     1     1     1     1          1      1
6       1     1     1     1     1     1     1     1          1      1
7       1     1     1     1     1     1     1     1          1      1
8       1     1     1     1     1     1     1     1          1      1
9       1     1     1     1     1     1     1     1          1      1
10      1     1     1     1     1     1     1     1          1      1
11      1     1     1     1     1     1     1     1          1      1
12      1     1     1     1     1     1     1     1          1      1
13      1     1     1     1     1     1     1     1          1      1
14      1     1     1     1     1     1     1     1          1      1
15      1     1     1     1     1     1     1     1          1      1
16      1     1     1     1     1     1     1     1          1      1
17      1     1     1     1     1     1     1     1          1      1
18      1     1     1     1     1     1     1     1          1      1
19      1     1     1     1     1     1     1     1          1      1
20      1     1     1     1     1     1     1     1          1      1
21      1     1     1     1     1     1     1     1          1      1
22      1     1     1     1     1     1     1     1          1      1
23      1     1     1     1     1     1     1     1          1      1
24      1     1     1     1     1     1     1     1          1      1
25      1     1     1     1     1     1     1     1          1      1
26      1     1     1     1     1     1     1     1          1      1
27      1     1     1     1     1     1     1     1          1      1
28      1     1     1     1     1     1     1     1          1      1
29      1     1     1     1     1     1     1     1          1      1
30      1     1     1     1     1     1     1     1          1      1
31      1     1     1     1     1     1     1     1          1      1
32      1     1     1     1     1     1     1     1          1      1
33      1     1     1     1     1     1     1     1          1      1
34      1     1     1     1     1     1     1     1          1      1
35      1     1     1     1     1     1     1     1          1      1
36      1     1     1     1     1     1     1     1          1      1
37      1     1     1     1     1     1     1     1          1      1
38      1     1     1     1     1     1     1     1          1      1
39      1     1     1     1     1     1     1     1          1      1
40      1     1     1     1     1     1     1     1          1      1
41      1     1     1     1     1     1     1     1          1      1
42      1     1     1     1     1     1     1     1          1      1
43      1     1     1     1     1     1     1     1          1      1
44      1     1     1     1     1     1     1     1          1      1
45      1     1     1     1     1     1     1     1          1      1
46      1     1     1     1     1     1     1     1          1      1
47      1     1     1     1     1     1     1     1          1      1
48      1     1     1     1     1     1     1     1          1      1
49      1     1     1     1     1     1     1     1          1      1
50      1     1     1     1     1     1     1     1          1      1
51      1     1     1     1     1     1     1     1          1      1
52      1     1     1     1     1     1     1     1          1      1
53      1     1     1     1     1     1     1     1          1      1
54      1     1     1     1     1     1     1     1          1      1
55      1     1     1     1     1     1     1     1          1      1
56      1     1     1     1     1     1     1     1          1      1
57      1     1     1     1     1     1     1     1          1      1
58      1     1     1     1     1     1     1     1          1      1
59      1     1     1     1     1     1     1     1          1      1
60      1     1     1     1     1     1     1     1          1      1
61      1     1     1     1     1     1     1     1          1      1
62      1     1     1     1     1     1     1     1          1      1
63      1     1     1     1     1     1     1     1          1      1
64      1     1     1     1     1     1     1     1          1      1
65      1     1     1     1     1     1     1     1          1      1
66      1     1     1     1     1     1     1     1          1      1
67      1     1     1     1     1     1     1     1          1      1
68      1     1     1     1     1     1     1     1          1      1
69      1     1     1     1     1     1     1     1          1      1
70      1     1     1     1     1     1     1     1          1      1
71      1     1     1     1     1     1     1     1          1      1
72      1     1     1     1     1     1     1     1          1      1
73      1     1     1     1     1     1     1     1          1      1
74      1     1     1     1     1     1     1     1          1      1
75      1     1     1     1     1     1     1     1          1      1
76      1     1     1     1     1     1     1     1          1      1
77      1     1     1     1     1     1     1     1          1      1
78      1     1     1     1     1     1     1     1          1      1
79      1     1     1     1     1     1     1     1          1      1
80      1     1     1     1     1     1     1     1          1      1
81      1     1     1     1     1     1     1     1          1      1
82      1     1     1     1     1     1     1     1          1      1
83      1     1     1     1     1     1     1     1          1      1
84      1     1     1     1     1     1     1     1          1      1
85      1     1     1     1     1     1     1     1          1      1
86      1     1     1     1     1     1     1     1          1      1
87      1     1     1     1     1     1     1     1          1      1
88      1     1     1     1     1     1     1     1          1      1
89      1     1     1     1     1     1     1     1          1      1
90      1     1     1     1     1     1     1     1          1      1
91      1     1     1     1     1     1     1     1          1      1
92      1     1     1     1     1     1     1     1          1      1
93      1     1     1     1     1     1     1     1          1      1
94      1     1     1     1     1     1     1     1          1      1
95      1     1     1     1     1     1     1     1          1      1
96      1     1     1     1     1     1     1     1          1      1
97      1     1     1     1     1     1     1     1          1      1
98      1     1     1     1     1     1     1     1          1      1
99      1     1     1     1     1     1     1     1          1      1
100     1     1     1     1     1     1     1     1          1      1
101     1     1     1     1     1     1     1     1          1      0
102     1     1     1     1     1     1     1     1          1      0
103     1     1     1     1     1     1     1     1          1      0
104     1     1     1     1     1     1     1     1          1      0
105     1     1     1     1     1     1     1     1          1      0
106     1     1     1     1     1     1     1     1          1      0
107     1     1     1     1     1     1     1     1          1      0
108     1     1     1     1     1     1     1     1          1      0
109     1     1     1     1     1     1     1     1          1      0
110     1     1     1     1     1     1     1     1          1      0
111     1     1     1     1     1     1     1     1          1      0
112     1     1     1     1     1     1     1     1          1      0
113     1     1     1     1     1     1     1     1          1      0
114     1     1     1     1     1     1     1     1          1      0
115     1     1     1     1     1     1     1     1          1      0
116     1     1     1     1     1     1     1     1          1      0
117     1     1     1     1     1     1     1     1          1      0
118     1     1     1     1     1     1     1     1          1      0
119     1     1     1     1     1     1     1     1          1      0
120     1     1     1     1     1     1     1     1          1      0
121     1     1     1     1     1     1     1     1          1      0
122     1     1     1     1     1     1     1     1          1      0
123     1     1     1     1     1     1     1     1          1      0
124     1     1     1     1     1     1     1     1          1      0
125     1     1     1     1     1     1     1     1          1      0
126     1     1     1     1     1     1     1     1          1      0
127     1     1     1     1     1     1     1     1          1      0
128     1     1     1     1     1     1     1     1          1      0
129     1     1     1     1     1     1     1     1          1      0
130     1     1     1     1     1     1     1     1          1      0
131     1     1     1     1     1     1     1     1          1      0
132     1     1     1     1     1     1     1     1          0      1
133     1     1     1     1     1     1     1     1          0      1
134     1     1     1     1     1     1     1     1          0      1
135     1     1     1     1     1     1     1     1          0      1
136     1     1     1     1     1     1     1     1          0      1
137     1     1     1     1     1     1     1     1          0      1
138     1     1     1     1     1     1     1     1          0      1
139     1     1     1     1     1     1     1     1          0      1
140     1     1     1     1     1     1     1     1          0      1
141     1     1     1     1     1     1     1     1          0      1
142     1     1     1     1     1     1     1     1          0      1
143     1     1     1     1     1     1     1     1          0      1
144     1     1     1     1     1     1     1     1          0      1
145     1     1     1     1     1     1     1     1          0      1
146     1     1     1     1     1     1     1     1          0      1
147     1     1     1     1     1     1     1     1          0      1
148     1     1     1     1     1     1     1     1          0      1
149     1     1     1     1     1     1     1     1          0      1
150     1     1     1     1     1     1     1     1          0      1
151     1     1     1     1     1     1     1     1          0      1
152     1     1     1     1     1     1     1     1          0      1
153     1     1     1     1     1     1     1     1          0      1
154     1     1     1     1     1     1     1     1          0      1
155     1     1     1     1     1     1     1     1          0      1
156     1     1     1     1     1     1     1     1          0      1
157     1     1     1     1     1     1     1     1          0      1
158     1     1     1     1     1     1     1     1          0      1
159     1     1     1     1     1     1     1     1          0      1
160     1     1     1     1     1     1     1     1          0      1
161     1     1     1     1     1     1     1     1          0      1
162     1     1     1     1     1     1     1     1          0      1
163     1     1     1     1     1     1     1     1          0      1
164     1     1     1     1     1     1     1     1          0      1
165     1     1     1     1     1     1     1     1          0      1
166     1     1     1     1     1     1     1     1          0      1
167     1     1     1     1     1     1     1     1          0      1
168     1     1     1     1     1     1     1     1          0      1
169     1     1     1     1     1     1     1     1          0      1
170     1     1     1     1     1     1     1     1          0      1
171     1     1     1     1     1     1     1     1          0      1
172     1     1     1     1     1     1     1     1          0      1
173     1     1     1     1     1     1     1     1          0      1
174     1     1     1     1     1     1     1     1          0      1
175     1     1     1     1     1     1     1     1          0      1
176     1     1     1     1     1     1     1     1          0      1
177     1     1     1     1     1     1     1     1          0      1
178     1     1     1     1     1     1     1     1          0      1
179     1     1     1     1     1     1     1     1          0      1
180     1     1     1     1     1     1     1     1          0      1
181     1     1     1     1     1     1     1     1          0      1
182     1     1     1     1     1     1     1     1          0      0
183     1     1     1     1     1     1     1     1          0      0
184     1     1     1     1     1     1     1     1          0      0
185     1     1     1     1     1     1     1     1          0      0
186     1     1     1     1     1     1     1     1          0      0
187     1     1     1     1     1     1     1     1          0      0
188     1     1     1     1     1     1     1     1          0      0
189     1     1     1     1     1     1     1     1          0      0
190     1     1     1     1     1     1     1     1          0      0
191     1     1     1     1     1     1     1     1          0      0
192     1     1     1     1     1     1     1     1          0      0
193     1     1     1     1     1     1     1     1          0      0
194     1     1     1     1     1     1     1     1          0      0
195     1     1     1     1     1     1     1     1          0      0
196     1     1     1     1     1     1     1     1          0      0
197     1     1     1     1     1     1     1     1          0      0
198     1     1     1     1     1     1     1     1          0      0
199     1     1     1     1     1     1     1     1          0      0
200     1     1     1     1     1     1     1     1          0      0
201     1     1     1     1     1     1     1     1          0      0
202     1     1     1     1     1     1     1     1          0      0
203     1     1     1     1     1     1     1     1          0      0
204     1     1     1     1     1     1     1     0          1      1
205     1     1     1     1     1     1     1     0          1      1
206     1     1     1     1     1     1     1     0          1      1
207     1     1     1     1     1     1     1     0          1      1
208     1     1     1     1     1     1     1     0          1      1
209     1     1     1     1     1     1     1     0          1      1
210     1     1     1     1     1     1     1     0          1      1
211     1     1     1     1     1     1     1     0          1      1
212     1     1     1     1     1     1     1     0          1      1
213     1     1     1     1     1     1     1     0          1      1
214     1     1     1     1     1     1     1     0          1      1
215     1     1     1     1     1     1     1     0          1      1
216     1     1     1     1     1     1     1     0          1      1
217     1     1     1     1     1     1     1     0          1      1
218     1     1     1     1     1     1     1     0          1      1
219     1     1     1     1     1     1     1     0          1      1
220     1     1     1     1     1     1     1     0          1      1
221     1     1     1     1     1     1     1     0          1      1
222     1     1     1     1     1     1     1     0          1      1
223     1     1     1     1     1     1     1     0          1      1
224     1     1     1     1     1     1     1     0          1      1
225     1     1     1     1     1     1     1     0          1      1
226     1     1     1     1     1     1     1     0          1      1
227     1     1     1     1     1     1     1     0          1      1
228     1     1     1     1     1     1     1     0          1      0
229     1     1     1     1     1     1     1     0          1      0
230     1     1     1     1     1     1     1     0          1      0
231     1     1     1     1     1     1     1     0          1      0
232     1     1     1     1     1     1     1     0          1      0
233     1     1     1     1     1     1     1     0          1      0
234     1     1     1     1     1     1     1     0          1      0
235     1     1     1     1     1     1     1     0          1      0
236     1     1     1     1     1     1     1     0          1      0
237     1     1     1     1     1     1     1     0          1      0
238     1     1     1     1     1     1     1     0          1      0
239     1     1     1     1     1     1     1     0          0      1
240     1     1     1     1     1     1     1     0          0      1
241     1     1     1     1     1     1     1     0          0      1
242     1     1     1     1     1     1     1     0          0      0
243     1     1     1     1     1     1     1     0          0      0
244     1     1     1     1     1     1     1     0          0      0
245     1     1     1     1     1     1     1     0          0      0
246     1     1     1     1     1     1     1     0          0      0
247     1     1     1     1     1     1     1     0          0      0
248     1     1     1     1     1     1     1     0          0      0
249     1     1     1     1     1     1     1     0          0      0
250     1     1     1     1     1     1     1     0          0      0
251     1     1     1     1     1     1     0     1          1      1
252     1     1     1     1     1     1     0     1          1      1
253     1     1     1     1     1     1     0     1          1      1
254     1     1     1     1     1     1     0     1          1      1
255     1     1     1     1     1     1     0     1          1      1
256     1     1     1     1     1     1     0     1          1      1
257     1     1     1     1     1     1     0     1          1      1
258     1     1     1     1     1     1     0     1          1      1
259     1     1     1     1     1     1     0     1          1      1
260     1     1     1     1     1     1     0     1          1      1
261     1     1     1     1     1     1     0     1          1      1
262     1     1     1     1     1     1     0     1          1      1
263     1     1     1     1     1     1     0     1          1      1
264     1     1     1     1     1     1     0     1          1      1
265     1     1     1     1     1     1     0     1          1      1
266     1     1     1     1     1     1     0     1          1      1
267     1     1     1     1     1     1     0     1          1      1
268     1     1     1     1     1     1     0     1          1      1
269     1     1     1     1     1     1     0     1          1      1
270     1     1     1     1     1     1     0     1          1      1
271     1     1     1     1     1     1     0     1          1      1
272     1     1     1     1     1     1     0     1          1      1
273     1     1     1     1     1     1     0     1          1      1
274     1     1     1     1     1     1     0     1          1      1
275     1     1     1     1     1     1     0     1          1      1
276     1     1     1     1     1     1     0     1          1      1
277     1     1     1     1     1     1     0     1          1      1
278     1     1     1     1     1     1     0     1          1      1
279     1     1     1     1     1     1     0     1          1      1
280     1     1     1     1     1     1     0     1          1      1
281     1     1     1     1     1     1     0     1          1      1
282     1     1     1     1     1     1     0     1          1      1
283     1     1     1     1     1     1     0     1          1      1
284     1     1     1     1     1     1     0     1          1      1
285     1     1     1     1     1     1     0     1          1      1
286     1     1     1     1     1     1     0     1          1      1
287     1     1     1     1     1     1     0     1          1      1
288     1     1     1     1     1     1     0     1          1      1
289     1     1     1     1     1     1     0     1          1      1
290     1     1     1     1     1     1     0     1          1      0
291     1     1     1     1     1     1     0     1          1      0
292     1     1     1     1     1     1     0     1          1      0
293     1     1     1     1     1     1     0     1          1      0
294     1     1     1     1     1     1     0     1          1      0
295     1     1     1     1     1     1     0     1          1      0
296     1     1     1     1     1     1     0     1          1      0
297     1     1     1     1     1     1     0     1          1      0
298     1     1     1     1     1     1     0     1          1      0
299     1     1     1     1     1     1     0     1          0      1
300     1     1     1     1     1     1     0     1          0      1
301     1     1     1     1     1     1     0     1          0      1
302     1     1     1     1     1     1     0     1          0      1
303     1     1     1     1     1     1     0     1          0      1
304     1     1     1     1     1     1     0     1          0      1
305     1     1     1     1     1     1     0     1          0      1
306     1     1     1     1     1     1     0     1          0      1
307     1     1     1     1     1     1     0     1          0      1
308     1     1     1     1     1     1     0     1          0      1
309     1     1     1     1     1     1     0     1          0      1
310     1     1     1     1     1     1     0     1          0      1
311     1     1     1     1     1     1     0     1          0      1
312     1     1     1     1     1     1     0     1          0      1
313     1     1     1     1     1     1     0     1          0      1
314     1     1     1     1     1     1     0     1          0      1
315     1     1     1     1     1     1     0     1          0      1
316     1     1     1     1     1     1     0     1          0      1
317     1     1     1     1     1     1     0     1          0      1
318     1     1     1     1     1     1     0     1          0      1
319     1     1     1     1     1     1     0     1          0      1
320     1     1     1     1     1     1     0     1          0      1
321     1     1     1     1     1     1     0     1          0      1
322     1     1     1     1     1     1     0     1          0      1
323     1     1     1     1     1     1     0     1          0      1
324     1     1     1     1     1     1     0     1          0      1
325     1     1     1     1     1     1     0     1          0      1
326     1     1     1     1     1     1     0     1          0      0
327     1     1     1     1     1     1     0     1          0      0
328     1     1     1     1     1     1     0     1          0      0
329     1     1     1     1     1     1     0     1          0      0
330     1     1     1     1     1     1     0     1          0      0
331     1     1     1     1     1     1     0     1          0      0
332     1     1     1     1     1     1     0     1          0      0
333     1     1     1     1     1     1     0     1          0      0
334     1     1     1     1     1     1     0     1          0      0
335     1     1     1     1     1     1     0     1          0      0
336     1     1     1     1     1     1     0     1          0      0
337     1     1     1     1     1     1     0     1          0      0
338     1     1     1     1     0     0     1     1          1      1
339     1     1     1     1     0     0     1     1          1      1
340     1     1     1     1     0     0     1     1          1      1
341     1     1     1     1     0     0     1     1          1      1
342     1     1     1     1     0     0     1     1          1      1
343     1     1     1     1     0     0     1     1          1      1
344     1     1     1     1     0     0     1     1          1      1
345     1     1     1     1     0     0     1     1          1      1
346     1     1     1     1     0     0     1     1          1      1
347     1     1     1     1     0     0     1     1          1      1
348     1     1     1     1     0     0     1     1          1      1
349     1     1     1     1     0     0     1     1          1      1
350     1     1     1     1     0     0     1     1          1      1
351     1     1     1     1     0     0     1     1          1      1
352     1     1     1     1     0     0     1     1          1      1
353     1     1     1     1     0     0     1     1          1      1
354     1     1     1     1     0     0     1     1          1      1
355     1     1     1     1     0     0     1     1          1      1
356     1     1     1     1     0     0     1     1          1      1
357     1     1     1     1     0     0     1     1          1      1
358     1     1     1     1     0     0     1     1          1      1
359     1     1     1     1     0     0     1     1          1      1
360     1     1     1     1     0     0     1     1          1      1
361     1     1     1     1     0     0     1     1          1      1
362     1     1     1     1     0     0     1     1          1      1
363     1     1     1     1     0     0     1     1          1      1
364     1     1     1     1     0     0     1     1          1      0
365     1     1     1     1     0     0     1     1          1      0
366     1     1     1     1     0     0     1     1          1      0
367     1     1     1     1     0     0     1     1          1      0
368     1     1     1     1     0     0     1     1          1      0
369     1     1     1     1     0     0     1     1          1      0
370     1     1     1     1     0     0     1     1          1      0
371     1     1     1     1     0     0     1     1          1      0
372     1     1     1     1     0     0     1     1          1      0
373     1     1     1     1     0     0     1     1          0      1
374     1     1     1     1     0     0     1     1          0      1
375     1     1     1     1     0     0     1     1          0      1
376     1     1     1     1     0     0     1     1          0      1
377     1     1     1     1     0     0     1     1          0      1
378     1     1     1     1     0     0     1     1          0      1
379     1     1     1     1     0     0     1     1          0      1
380     1     1     1     1     0     0     1     1          0      1
381     1     1     1     1     0     0     1     1          0      0
382     1     1     1     1     0     0     1     1          0      0
383     1     1     1     1     0     0     1     1          0      0
384     1     1     1     1     0     0     1     1          0      0
385     1     1     1     1     0     0     1     1          0      0
386     1     1     1     1     0     0     1     0          1      1
387     1     1     1     1     0     0     1     0          1      1
388     1     1     1     1     0     0     1     0          1      1
389     1     1     1     1     0     0     1     0          1      1
390     1     1     1     1     0     0     1     0          1      1
391     1     1     1     1     0     0     1     0          1      1
392     1     1     1     1     0     0     1     0          1      0
393     1     1     1     1     0     0     1     0          0      0
394     1     1     1     1     0     0     1     0          0      0
395     1     1     1     1     0     0     1     0          0      0
396     1     1     1     1     0     0     0     1          1      1
397     1     1     1     1     0     0     0     1          1      1
398     1     1     1     1     0     0     0     1          1      1
399     1     1     1     1     0     0     0     1          1      1
400     1     1     1     1     0     0     0     1          1      1
401     1     1     1     1     0     0     0     1          1      1
402     1     1     1     1     0     0     0     1          1      1
403     1     1     1     1     0     0     0     1          1      1
404     1     1     1     1     0     0     0     1          1      1
405     1     1     1     1     0     0     0     1          1      1
406     1     1     1     1     0     0     0     1          1      1
407     1     1     1     1     0     0     0     1          1      0
408     1     1     1     1     0     0     0     1          1      0
409     1     1     1     1     0     0     0     1          0      1
410     1     1     1     1     0     0     0     1          0      1
411     1     1     1     1     0     0     0     1          0      1
412     1     1     1     1     0     0     0     1          0      0
413     1     1     1     1     0     0     0     1          0      0
414     1     1     1     0     1     1     1     1          1      1
415     1     1     1     0     1     1     1     1          1      1
416     1     1     1     0     1     1     1     1          1      1
417     1     1     1     0     1     1     1     1          1      1
418     1     1     1     0     1     1     1     1          1      1
419     1     1     1     0     1     1     1     1          1      1
420     1     1     1     0     1     1     1     1          1      1
421     1     1     1     0     1     1     1     1          1      1
422     1     1     1     0     1     1     1     1          1      1
423     1     1     1     0     1     1     1     1          1      1
424     1     1     1     0     1     1     1     1          1      1
425     1     1     1     0     1     1     1     1          1      0
426     1     1     1     0     1     1     1     1          1      0
427     1     1     1     0     1     1     1     1          1      0
428     1     1     1     0     1     1     1     1          1      0
429     1     1     1     0     1     1     1     1          1      0
430     1     1     1     0     1     1     1     1          1      0
431     1     1     1     0     1     1     1     1          1      0
432     1     1     1     0     1     1     1     1          1      0
433     1     1     1     0     1     1     1     1          0      0
434     1     1     1     0     1     1     1     1          0      0
435     1     1     1     0     1     1     1     1          0      0
436     1     1     1     0     1     1     1     1          0      0
437     1     1     1     0     1     1     1     1          0      0
438     1     1     1     0     1     1     1     1          0      0
439     1     1     1     0     1     1     1     0          1      0
440     1     1     1     0     1     1     1     0          0      0
441     1     1     1     0     1     1     1     0          0      0
442     1     1     1     0     1     1     1     0          0      0
443     1     1     1     0     1     1     0     1          1      1
444     1     1     1     0     1     1     0     1          1      1
445     1     1     1     0     1     1     0     1          1      1
446     1     1     1     0     0     0     1     1          1      1
447     1     1     1     0     0     0     1     1          1      1
448     1     1     1     0     0     0     1     1          1      1
449     1     1     0     1     1     1     1     1          1      1
450     1     1     0     1     1     1     1     1          1      1
451     1     1     0     1     1     1     1     1          1      1
452     1     1     0     1     1     1     1     1          1      1
453     1     1     0     1     1     1     1     1          1      1
454     1     1     0     1     1     1     1     1          1      1
455     1     1     0     1     1     1     1     1          1      1
456     1     1     0     1     1     1     1     1          1      1
457     1     1     0     1     1     1     1     1          1      1
458     1     1     0     1     1     1     1     1          1      1
459     1     1     0     1     1     1     1     1          1      1
460     1     1     0     1     1     1     1     1          1      1
461     1     1     0     1     1     1     1     1          1      0
462     1     1     0     1     1     1     1     1          1      0
463     1     1     0     1     1     1     1     1          1      0
464     1     1     0     1     1     1     1     1          1      0
465     1     1     0     1     1     1     1     1          1      0
466     1     1     0     1     1     1     1     1          1      0
467     1     1     0     1     1     1     1     1          1      0
468     1     1     0     1     1     1     1     1          1      0
469     1     1     0     1     1     1     1     1          0      0
470     1     1     0     1     1     1     1     1          0      0
471     1     1     0     1     1     1     1     1          0      0
472     1     1     0     1     1     1     1     0          1      0
473     1     1     0     1     1     1     1     0          0      0
474     1     1     0     1     1     1     1     0          0      0
475     1     1     0     1     1     1     0     1          1      1
476     1     1     0     1     1     1     0     1          1      1
477     1     1     0     1     0     0     1     1          1      1
478     1     1     0     1     0     0     1     0          1      0
479     1     1     0     0     1     1     1     1          1      1
480     1     1     0     0     1     1     1     1          1      1
481     1     1     0     0     1     1     1     1          1      1
482     1     1     0     0     1     1     1     1          1      1
483     1     1     0     0     1     1     1     1          1      1
484     1     1     0     0     1     1     1     1          1      0
485     1     1     0     0     1     1     1     1          1      0
486     1     0     0     0     1     1     1     1          1      1
487     1     0     0     0     1     1     1     1          1      1
488     1     0     0     0     1     1     1     1          1      1
489     1     0     0     0     1     1     1     1          1      1
490     1     0     0     0     1     1     1     1          0      1
491     1     0     0     0     0     0     1     1          1      1
492     1     0     0     0     0     0     1     1          1      1
493     1     0     0     0     0     0     1     1          1      1
494     1     0     0     0     0     0     1     1          1      1
495     1     0     0     0     0     0     1     1          1      1
496     1     0     0     0     0     0     1     1          1      1
497     1     0     0     0     0     0     1     1          1      1
498     1     0     0     0     0     0     1     1          1      1
499     1     0     0     0     0     0     1     1          1      1
500     1     0     0     0     0     0     1     1          1      1
501     1     0     0     0     0     0     1     1          1      1
502     1     0     0     0     0     0     1     1          1      1
503     1     0     0     0     0     0     1     1          1      1
504     1     0     0     0     0     0     1     1          1      1
505     1     0     0     0     0     0     1     1          1      1
506     1     0     0     0     0     0     1     1          1      1
507     1     0     0     0     0     0     1     1          1      1
508     1     0     0     0     0     0     1     1          1      1
509     1     0     0     0     0     0     1     1          1      1
510     1     0     0     0     0     0     1     1          1      1
511     1     0     0     0     0     0     1     1          1      1
512     1     0     0     0     0     0     1     1          1      1
513     1     0     0     0     0     0     1     1          1      1
514     1     0     0     0     0     0     1     1          1      1
515     1     0     0     0     0     0     1     1          1      1
516     1     0     0     0     0     0     1     1          1      1
517     1     0     0     0     0     0     1     1          1      1
518     1     0     0     0     0     0     1     1          1      1
519     1     0     0     0     0     0     1     1          1      1
520     1     0     0     0     0     0     1     1          1      1
521     1     0     0     0     0     0     1     1          1      1
522     1     0     0     0     0     0     1     1          1      1
523     1     0     0     0     0     0     1     1          1      1
524     1     0     0     0     0     0     1     1          1      0
525     1     0     0     0     0     0     1     1          1      0
526     1     0     0     0     0     0     1     1          1      0
527     1     0     0     0     0     0     1     1          1      0
528     1     0     0     0     0     0     1     1          1      0
529     1     0     0     0     0     0     1     1          1      0
530     1     0     0     0     0     0     1     1          1      0
531     1     0     0     0     0     0     1     1          1      0
532     1     0     0     0     0     0     1     1          1      0
533     1     0     0     0     0     0     1     1          1      0
534     1     0     0     0     0     0     1     1          0      1
535     1     0     0     0     0     0     1     1          0      1
536     1     0     0     0     0     0     1     1          0      1
537     1     0     0     0     0     0     1     1          0      1
538     1     0     0     0     0     0     1     1          0      1
539     1     0     0     0     0     0     1     1          0      1
540     1     0     0     0     0     0     1     1          0      1
541     1     0     0     0     0     0     1     1          0      0
542     1     0     0     0     0     0     1     1          0      0
543     1     0     0     0     0     0     1     1          0      0
544     1     0     0     0     0     0     1     1          0      0
545     1     0     0     0     0     0     1     1          0      0
546     1     0     0     0     0     0     1     1          0      0
547     1     0     0     0     0     0     1     1          0      0
548     1     0     0     0     0     0     1     1          0      0
549     1     0     0     0     0     0     1     1          0      0
550     1     0     0     0     0     0     1     0          1      1
551     1     0     0     0     0     0     1     0          1      1
552     1     0     0     0     0     0     1     0          1      1
553     1     0     0     0     0     0     1     0          1      1
554     1     0     0     0     0     0     1     0          1      1
555     1     0     0     0     0     0     1     0          1      1
556     1     0     0     0     0     0     1     0          1      0
557     1     0     0     0     0     0     1     0          1      0
558     1     0     0     0     0     0     1     0          1      0
559     1     0     0     0     0     0     1     0          1      0
560     1     0     0     0     0     0     1     0          1      0
561     1     0     0     0     0     0     1     0          1      0
562     1     0     0     0     0     0     1     0          0      0
563     1     0     0     0     0     0     1     0          0      0
564     1     0     0     0     0     0     1     0          0      0
565     1     0     0     0     0     0     1     0          0      0
566     0     1     1     1     1     1     1     1          1      1
567     0     1     1     1     1     1     1     1          1      1
568     0     1     1     1     1     1     1     1          1      1
569     0     1     1     1     1     1     1     1          1      1
570     0     1     1     1     1     1     1     1          1      1
571     0     1     1     1     1     1     1     1          1      1
572     0     1     1     1     1     1     1     1          1      1
573     0     1     1     1     1     1     1     1          1      1
574     0     1     1     1     1     1     1     1          1      1
575     0     1     1     1     1     1     1     1          1      0
576     0     1     1     1     1     1     1     1          1      0
577     0     1     1     1     1     1     1     1          1      0
578     0     1     1     1     1     1     1     1          1      0
579     0     1     1     1     1     1     1     1          1      0
580     0     1     1     1     1     1     1     1          0      1
581     0     1     1     1     1     1     1     1          0      1
582     0     1     1     1     1     1     1     1          0      1
583     0     1     1     1     1     1     1     1          0      1
584     0     1     1     1     1     1     1     1          0      1
585     0     1     1     1     1     1     1     1          0      1
586     0     1     1     1     1     1     1     1          0      1
587     0     1     1     1     1     1     1     1          0      0
588     0     1     1     1     1     1     1     1          0      0
589     0     1     1     1     1     1     1     1          0      0
590     0     1     1     1     1     1     1     1          0      0
591     0     1     1     1     1     1     1     1          0      0
592     0     1     1     1     1     1     1     1          0      0
593     0     1     1     1     1     1     1     1          0      0
594     0     1     1     1     1     1     1     1          0      0
595     0     1     1     1     1     1     1     1          0      0
596     0     1     1     1     1     1     1     1          0      0
597     0     1     1     1     1     1     1     0          1      1
598     0     1     1     1     1     1     1     0          1      1
599     0     1     1     1     1     1     1     0          1      0
600     0     1     1     1     1     1     1     0          0      0
601     0     1     1     1     1     1     1     0          0      0
602     0     1     1     1     1     1     0     1          1      1
603     0     1     1     1     1     1     0     1          1      1
604     0     1     1     1     1     1     0     1          1      1
605     0     1     1     1     1     1     0     1          1      1
606     0     1     1     1     1     1     0     1          1      1
607     0     1     1     1     1     1     0     1          1      1
608     0     1     1     1     1     1     0     1          1      1
609     0     1     1     1     1     1     0     1          1      1
610     0     1     1     1     1     1     0     1          1      0
611     0     1     1     1     1     1     0     1          1      0
612     0     1     1     1     1     1     0     1          0      1
613     0     1     1     1     1     1     0     1          0      1
614     0     1     1     1     1     1     0     1          0      1
615     0     1     1     1     1     1     0     1          0      1
616     0     1     1     1     0     0     1     1          1      0
617     0     1     1     1     0     0     1     1          0      1
618     0     1     1     1     0     0     0     1          1      1
619     0     0     0     0     0     0     1     1          1      1
620     0     0     0     0     0     0     1     1          1      1
621     0     0     0     0     0     0     1     1          1      1
622     0     0     0     0     0     0     1     1          0      1
623     0     0     0     0     0     0     1     1          0      1
624     0     0     0     0     0     0     1     1          0      0
625     0     0     0     0     0     0     1     1          0      0
626     0     0     0     0     0     0     1     1          0      0
627     0     0     0     0     0     0     1     0          0      0
628     0     1     1     1     1     1     1     0          0      0
629     0     1     1     1     1     1     1     0          0      0
630     0     1     1     1     1     1     1     0          0      0
631     0     1     1     1     1     1     1     0          0      0
632     0     0     0     0     0     0     1     0          0      0
633     0     0     0     0     0     0     1     0          0      0
634     0     1     1     1     1     1     1     1          0      0
635     0     0     0     0     0     0     1     1          0      0
636     0     0     0     0     0     0     1     0          0      0
637     0     0     0     0     0     0     1     0          0      0
638     0     0     0     0     0     0     1     0          0      0
639     0     0     0     0     0     0     1     0          0      0
640  9233 10805 10916 11246 14525 14525 28534 31053      52417 134739
     id_34  id_09  id_10  id_29  id_32  id_30 id_33_1 id_33_2  id_03
1        1      1      1      1      1      1       1       1      1
2        1      1      1      1      1      1       1       1      1
3        1      1      1      1      1      1       1       1      1
4        1      1      1      1      1      1       1       1      1
5        1      1      1      1      1      1       1       1      1
6        1      1      1      1      1      1       1       1      1
7        1      1      1      1      1      1       1       1      1
8        1      1      1      1      1      1       1       1      1
9        1      1      1      1      1      1       1       1      1
10       1      1      1      1      1      1       1       1      1
11       1      1      1      1      1      1       1       1      1
12       1      1      1      1      1      1       1       1      1
13       1      1      1      1      1      1       1       1      1
14       1      1      1      1      1      1       1       1      0
15       1      1      1      1      1      1       1       1      0
16       1      1      1      1      1      1       1       1      0
17       1      1      1      1      1      1       1       1      0
18       1      1      1      1      1      1       1       1      0
19       1      1      1      1      1      1       1       1      0
20       1      1      1      1      1      1       1       1      0
21       1      1      1      1      1      1       0       0      1
22       1      1      1      1      1      1       0       0      1
23       1      1      1      1      1      1       0       0      1
24       1      1      1      1      1      1       0       0      1
25       1      1      1      1      1      1       0       0      1
26       1      1      1      1      1      1       0       0      0
27       1      1      1      1      1      1       0       0      0
28       1      1      1      1      1      1       0       0      0
29       1      1      1      1      1      1       0       0      0
30       1      1      1      1      1      0       1       1      1
31       1      1      1      1      0      0       0       0      1
32       1      1      1      1      0      0       0       0      1
33       1      1      1      1      0      0       0       0      1
34       1      1      1      1      0      0       0       0      0
35       1      0      0      0      1      1       1       1      1
36       1      0      0      0      1      1       1       1      1
37       1      0      0      0      1      1       1       1      0
38       1      0      0      0      1      1       1       1      0
39       1      0      0      0      1      1       1       1      0
40       1      0      0      0      1      1       1       1      0
41       1      0      0      0      1      1       1       1      0
42       1      0      0      0      1      1       1       1      0
43       1      0      0      0      1      1       1       1      0
44       1      0      0      0      1      1       1       1      0
45       1      0      0      0      1      1       1       1      0
46       1      0      0      0      1      1       1       1      0
47       1      0      0      0      1      1       1       1      0
48       1      0      0      0      1      1       0       0      1
49       1      0      0      0      1      1       0       0      1
50       1      0      0      0      1      1       0       0      0
51       1      0      0      0      1      1       0       0      0
52       1      0      0      0      1      1       0       0      0
53       1      0      0      0      1      1       0       0      0
54       1      0      0      0      1      1       0       0      0
55       1      0      0      0      1      0       1       1      0
56       1      0      0      0      0      0       0       0      0
57       1      0      0      0      0      0       0       0      0
58       1      0      0      0      0      0       0       0      0
59       0      1      1      1      1      1       1       1      1
60       0      1      1      1      1      1       1       1      1
61       0      1      1      1      1      1       1       1      1
62       0      1      1      1      1      1       1       1      1
63       0      1      1      1      1      1       1       1      1
64       0      1      1      1      1      1       1       1      1
65       0      1      1      1      1      1       1       1      0
66       0      1      1      1      1      1       1       1      0
67       0      1      1      1      1      1       1       1      0
68       0      1      1      1      1      1       1       1      0
69       0      1      1      1      1      1       0       0      1
70       0      1      1      1      1      1       0       0      1
71       0      1      1      1      1      1       0       0      0
72       0      1      1      1      1      1       0       0      0
73       0      1      1      1      0      0       0       0      1
74       0      1      1      1      0      0       0       0      1
75       0      1      1      1      0      0       0       0      1
76       0      1      1      1      0      0       0       0      1
77       0      1      1      1      0      0       0       0      1
78       0      1      1      1      0      0       0       0      1
79       0      1      1      1      0      0       0       0      0
80       0      1      1      1      0      0       0       0      0
81       0      1      1      1      0      0       0       0      0
82       0      1      1      1      0      0       0       0      0
83       0      1      1      1      0      0       0       0      0
84       0      1      1      1      0      0       0       0      0
85       0      0      0      0      1      1       1       1      0
86       0      0      0      0      1      1       1       1      0
87       0      0      0      0      1      1       1       1      0
88       0      0      0      0      1      1       1       1      0
89       0      0      0      0      1      1       1       1      0
90       0      0      0      0      1      1       1       1      0
91       0      0      0      0      1      1       0       0      0
92       0      0      0      0      1      1       0       0      0
93       0      0      0      0      1      1       0       0      0
94       0      0      0      0      0      0       0       0      0
95       0      0      0      0      0      0       0       0      0
96       0      0      0      0      0      0       0       0      0
97       0      0      0      0      0      0       0       0      0
98       0      0      0      0      0      0       0       0      0
99       0      0      0      0      0      0       0       0      0
100      0      0      0      0      0      0       0       0      0
101      1      1      1      1      0      0       0       0      1
102      1      1      1      1      0      0       0       0      1
103      1      1      1      1      0      0       0       0      1
104      1      1      1      1      0      0       0       0      1
105      1      1      1      1      0      0       0       0      0
106      1      1      1      1      0      0       0       0      0
107      1      1      1      1      0      0       0       0      0
108      1      0      0      0      0      0       0       0      1
109      1      0      0      0      0      0       0       0      0
110      1      0      0      0      0      0       0       0      0
111      1      0      0      0      0      0       0       0      0
112      1      0      0      0      0      0       0       0      0
113      0      1      1      1      0      0       0       0      1
114      0      1      1      1      0      0       0       0      1
115      0      1      1      1      0      0       0       0      1
116      0      1      1      1      0      0       0       0      1
117      0      1      1      1      0      0       0       0      1
118      0      1      1      1      0      0       0       0      1
119      0      1      1      1      0      0       0       0      0
120      0      1      1      1      0      0       0       0      0
121      0      1      1      1      0      0       0       0      0
122      0      1      1      1      0      0       0       0      0
123      0      1      1      1      0      0       0       0      0
124      0      0      0      0      0      0       0       0      1
125      0      0      0      0      0      0       0       0      1
126      0      0      0      0      0      0       0       0      0
127      0      0      0      0      0      0       0       0      0
128      0      0      0      0      0      0       0       0      0
129      0      0      0      0      0      0       0       0      0
130      0      0      0      0      0      0       0       0      0
131      0      0      0      0      0      0       0       0      0
132      1      1      1      1      1      1       1       1      1
133      1      1      1      1      1      1       1       1      1
134      1      1      1      1      1      1       1       1      1
135      1      1      1      1      1      1       1       1      1
136      1      1      1      1      1      1       1       1      1
137      1      1      1      1      1      1       1       1      1
138      1      1      1      1      1      1       1       1      1
139      1      1      1      1      1      1       1       1      1
140      1      1      1      1      1      1       1       1      0
141      1      1      1      1      1      1       1       1      0
142      1      1      1      1      1      1       1       1      0
143      1      1      1      1      1      1       1       1      0
144      1      1      1      1      1      1       0       0      1
145      1      1      1      1      1      1       0       0      1
146      1      1      1      1      1      1       0       0      1
147      1      1      1      1      1      1       0       0      0
148      1      1      1      1      1      0       1       1      1
149      1      1      1      1      1      0       1       1      1
150      1      1      1      1      1      0       1       1      0
151      1      1      1      1      1      0       1       1      0
152      1      1      1      1      0      0       0       0      1
153      1      1      1      1      0      0       0       0      1
154      1      1      1      1      0      0       0       0      1
155      1      0      0      0      1      1       1       1      0
156      1      0      0      0      1      1       1       1      0
157      1      0      0      0      1      1       1       1      0
158      1      0      0      0      1      1       1       1      0
159      1      0      0      0      1      1       0       0      0
160      1      0      0      0      1      1       0       0      0
161      1      0      0      0      1      1       0       0      0
162      1      0      0      0      1      0       1       1      0
163      1      0      0      0      1      0       1       1      0
164      1      0      0      0      1      0       1       1      0
165      1      0      0      0      0      0       0       0      0
166      0      1      1      1      1      1       1       1      1
167      0      1      1      1      0      0       0       0      1
168      0      1      1      1      0      0       0       0      1
169      0      1      1      1      0      0       0       0      1
170      0      1      1      1      0      0       0       0      1
171      0      1      1      1      0      0       0       0      1
172      0      1      1      1      0      0       0       0      1
173      0      1      1      1      0      0       0       0      0
174      0      1      1      1      0      0       0       0      0
175      0      0      0      0      1      1       1       1      0
176      0      0      0      0      0      0       0       0      0
177      0      0      0      0      0      0       0       0      0
178      0      0      0      0      0      0       0       0      0
179      0      0      0      0      0      0       0       0      0
180      0      0      0      0      0      0       0       0      0
181      0      0      0      0      0      0       0       0      0
182      1      1      1      1      0      0       0       0      1
183      1      1      1      1      0      0       0       0      1
184      1      1      1      1      0      0       0       0      1
185      1      1      1      1      0      0       0       0      1
186      1      1      1      1      0      0       0       0      0
187      1      1      1      1      0      0       0       0      0
188      1      0      0      0      0      0       0       0      0
189      1      0      0      0      0      0       0       0      0
190      1      0      0      0      0      0       0       0      0
191      0      1      1      1      0      0       0       0      1
192      0      1      1      1      0      0       0       0      1
193      0      1      1      1      0      0       0       0      1
194      0      1      1      1      0      0       0       0      1
195      0      1      1      1      0      0       0       0      1
196      0      1      1      1      0      0       0       0      1
197      0      1      1      1      0      0       0       0      0
198      0      1      1      1      0      0       0       0      0
199      0      0      0      0      0      0       0       0      0
200      0      0      0      0      0      0       0       0      0
201      0      0      0      0      0      0       0       0      0
202      0      0      0      0      0      0       0       0      0
203      0      0      0      0      0      0       0       0      0
204      1      1      1      1      1      1       1       1      0
205      1      1      1      1      1      1       1       1      0
206      1      1      1      1      1      1       1       1      0
207      1      1      1      1      1      1       1       1      0
208      1      1      1      1      1      1       1       1      0
209      1      1      1      1      1      1       1       1      0
210      1      1      1      1      1      1       1       1      0
211      1      1      1      1      1      1       0       0      0
212      1      1      1      1      1      1       0       0      0
213      1      0      0      0      1      1       1       1      0
214      1      0      0      0      1      1       1       1      0
215      1      0      0      0      1      1       1       1      0
216      1      0      0      0      1      1       1       1      0
217      1      0      0      0      1      1       1       1      0
218      1      0      0      0      1      1       0       0      0
219      1      0      0      0      1      1       0       0      0
220      1      0      0      0      1      1       0       0      0
221      0      1      1      1      1      1       1       1      0
222      0      1      1      1      1      1       1       1      0
223      0      0      0      0      1      1       1       1      0
224      0      0      0      0      1      1       1       1      0
225      0      0      0      0      1      1       1       1      0
226      0      0      0      0      0      0       0       0      0
227      0      0      0      0      0      0       0       0      0
228      1      1      1      1      0      0       0       0      0
229      1      1      1      1      0      0       0       0      0
230      1      0      0      0      0      0       0       0      0
231      1      0      0      0      0      0       0       0      0
232      1      0      0      0      0      0       0       0      0
233      0      1      1      1      0      0       0       0      0
234      0      1      1      1      0      0       0       0      0
235      0      0      0      0      0      0       0       0      0
236      0      0      0      0      0      0       0       0      0
237      0      0      0      0      0      0       0       0      0
238      0      0      0      0      0      0       0       0      0
239      1      1      1      1      1      1       1       1      0
240      1      0      0      0      1      1       1       1      0
241      1      0      0      0      1      1       1       1      0
242      1      1      1      1      0      0       0       0      0
243      1      1      1      1      0      0       0       0      0
244      1      0      0      0      0      0       0       0      0
245      1      0      0      0      0      0       0       0      0
246      1      0      0      0      0      0       0       0      0
247      0      1      1      1      0      0       0       0      0
248      0      1      1      1      0      0       0       0      0
249      0      0      0      0      0      0       0       0      0
250      0      0      0      0      0      0       0       0      0
251      1      1      1      1      1      1       1       1      1
252      1      1      1      1      1      1       1       1      1
253      1      1      1      1      1      1       1       1      0
254      1      1      1      1      1      1       1       1      0
255      1      1      1      1      1      1       0       0      1
256      1      1      1      1      1      1       0       0      1
257      1      1      1      1      1      1       0       0      0
258      1      1      1      1      1      1       0       0      0
259      1      1      1      1      1      0       1       1      1
260      1      1      1      1      0      0       0       0      1
261      1      1      1      1      0      0       0       0      1
262      1      1      1      1      0      0       0       0      0
263      1      0      0      0      1      1       1       1      1
264      1      0      0      0      1      1       1       1      1
265      1      0      0      0      1      1       1       1      0
266      1      0      0      0      1      1       1       1      0
267      1      0      0      0      1      1       0       0      1
268      1      0      0      0      1      1       0       0      1
269      1      0      0      0      1      1       0       0      0
270      1      0      0      0      1      1       0       0      0
271      1      0      0      0      0      0       0       0      0
272      1      0      0      0      0      0       0       0      0
273      0      1      1      1      1      1       1       1      1
274      0      1      1      1      1      1       1       1      1
275      0      1      1      1      1      1       1       1      0
276      0      1      1      1      1      1       1       1      0
277      0      1      1      1      1      1       0       0      1
278      0      1      1      1      1      1       0       0      1
279      0      1      1      1      1      1       0       0      0
280      0      1      1      1      0      0       0       0      1
281      0      1      1      1      0      0       0       0      1
282      0      1      1      1      0      0       0       0      0
283      0      1      1      1      0      0       0       0      0
284      0      0      0      0      1      1       1       1      0
285      0      0      0      0      1      1       1       1      0
286      0      0      0      0      1      1       0       0      0
287      0      0      0      0      1      1       0       0      0
288      0      0      0      0      0      0       0       0      0
289      0      0      0      0      0      0       0       0      0
290      1      1      1      1      0      0       0       0      1
291      1      1      1      1      0      0       0       0      1
292      1      0      0      0      0      0       0       0      0
293      1      0      0      0      0      0       0       0      0
294      0      1      1      1      0      0       0       0      1
295      0      1      1      1      0      0       0       0      1
296      0      1      1      1      0      0       0       0      0
297      0      0      0      0      0      0       0       0      0
298      0      0      0      0      0      0       0       0      0
299      1      1      1      1      1      1       1       1      1
300      1      1      1      1      1      1       1       1      1
301      1      1      1      1      1      1       1       1      0
302      1      1      1      1      1      1       1       1      0
303      1      1      1      1      1      1       0       0      1
304      1      1      1      1      1      1       0       0      1
305      1      1      1      1      1      1       0       0      0
306      1      1      1      1      1      0       1       1      1
307      1      1      1      1      0      0       0       0      1
308      1      1      1      1      0      0       0       0      1
309      1      1      1      1      0      0       0       0      0
310      1      1      1      1      0      0       0       0      0
311      1      0      0      0      1      1       1       1      0
312      1      0      0      0      1      1       1       1      0
313      1      0      0      0      1      1       0       0      0
314      1      0      0      0      1      1       0       0      0
315      1      0      0      0      1      0       1       1      0
316      1      0      0      0      0      0       0       0      0
317      0      1      1      1      1      1       1       1      1
318      0      1      1      1      1      1       1       1      1
319      0      1      1      1      1      1       0       0      1
320      0      1      1      1      0      0       0       0      1
321      0      1      1      1      0      0       0       0      1
322      0      1      1      1      0      0       0       0      0
323      0      0      0      0      1      1       1       1      0
324      0      0      0      0      0      0       0       0      0
325      0      0      0      0      0      0       0       0      0
326      1      1      1      1      0      0       0       0      1
327      1      1      1      1      0      0       0       0      1
328      1      1      1      1      0      0       0       0      0
329      1      1      1      1      0      0       0       0      0
330      1      0      0      0      0      0       0       0      0
331      1      0      0      0      0      0       0       0      0
332      0      1      1      1      0      0       0       0      1
333      0      1      1      1      0      0       0       0      1
334      0      1      1      1      0      0       0       0      0
335      0      1      1      1      0      0       0       0      0
336      0      0      0      0      0      0       0       0      0
337      0      0      0      0      0      0       0       0      0
338      1      1      1      1      1      1       1       1      1
339      1      1      1      1      1      1       1       1      1
340      1      1      1      1      1      1       1       1      1
341      1      1      1      1      1      1       1       1      1
342      1      1      1      1      1      1       1       1      0
343      1      1      1      1      1      1       1       1      0
344      1      1      1      1      1      1       0       0      1
345      1      1      1      1      1      1       0       0      1
346      1      1      1      1      1      1       0       0      0
347      1      0      0      0      1      1       1       1      0
348      1      0      0      0      1      1       1       1      0
349      1      0      0      0      1      1       1       1      0
350      1      0      0      0      1      1       1       1      0
351      1      0      0      0      1      1       1       1      0
352      1      0      0      0      1      1       0       0      0
353      1      0      0      0      1      1       0       0      0
354      0      1      1      1      1      1       1       1      1
355      0      1      1      1      1      1       1       1      0
356      0      1      1      1      0      0       0       0      1
357      0      1      1      1      0      0       0       0      0
358      0      0      0      0      1      1       1       1      0
359      0      0      0      0      1      1       1       1      0
360      0      0      0      0      1      1       1       1      0
361      0      0      0      0      1      1       1       1      0
362      0      0      0      0      0      0       0       0      0
363      0      0      0      0      0      0       0       0      0
364      1      1      1      1      0      0       0       0      1
365      1      0      0      0      0      0       0       0      0
366      0      1      1      1      0      0       0       0      1
367      0      1      1      1      0      0       0       0      1
368      0      1      1      1      0      0       0       0      1
369      0      1      1      1      0      0       0       0      0
370      0      0      0      0      0      0       0       0      0
371      0      0      0      0      0      0       0       0      0
372      0      0      0      0      0      0       0       0      0
373      1      1      1      1      1      1       1       1      1
374      1      1      1      1      1      1       1       1      1
375      1      1      1      1      1      1       0       0      1
376      1      0      0      0      1      1       1       1      0
377      0      1      1      1      0      0       0       0      1
378      0      1      1      1      0      0       0       0      1
379      0      1      1      1      0      0       0       0      1
380      0      0      0      0      0      0       0       0      0
381      1      0      0      0      0      0       0       0      0
382      0      1      1      1      0      0       0       0      1
383      0      1      1      1      0      0       0       0      0
384      0      0      0      0      0      0       0       0      1
385      0      0      0      0      0      0       0       0      0
386      1      0      0      0      1      1       1       1      0
387      1      0      0      0      1      1       1       1      0
388      1      0      0      0      1      1       1       1      0
389      1      0      0      0      1      1       1       1      0
390      1      0      0      0      1      1       0       0      0
391      0      0      0      0      1      1       1       1      0
392      0      0      0      0      0      0       0       0      0
393      1      0      0      0      0      0       0       0      0
394      0      0      0      0      0      0       0       0      0
395      0      0      0      0      0      0       0       0      0
396      1      1      1      1      1      1       1       1      1
397      1      1      1      1      1      1       1       1      0
398      1      1      1      1      1      1       0       0      1
399      1      1      1      1      0      0       0       0      1
400      1      0      0      0      1      1       1       1      0
401      1      0      0      0      1      1       1       1      0
402      1      0      0      0      1      1       0       0      0
403      1      0      0      0      1      1       0       0      0
404      1      0      0      0      0      0       0       0      0
405      0      1      1      1      0      0       0       0      1
406      0      0      0      0      0      0       0       0      0
407      0      1      1      1      0      0       0       0      1
408      0      0      0      0      0      0       0       0      0
409      1      1      1      1      1      1       1       1      1
410      1      1      1      1      1      1       1       1      0
411      1      0      0      0      1      1       1       1      0
412      1      0      0      0      0      0       0       0      0
413      0      0      0      0      0      0       0       0      0
414      1      1      1      1      1      1       1       1      1
415      1      1      1      1      1      1       1       1      1
416      1      1      1      1      1      1       1       1      1
417      1      1      1      1      1      1       1       1      1
418      1      1      1      1      1      1       1       1      0
419      1      1      1      1      1      1       1       1      0
420      1      1      1      1      1      1       1       1      0
421      1      0      0      0      1      1       1       1      0
422      1      0      0      0      1      1       1       1      0
423      1      0      0      0      1      1       1       1      0
424      1      0      0      0      1      1       1       1      0
425      1      1      1      1      0      0       0       0      1
426      1      1      1      1      0      0       0       0      0
427      0      1      1      1      0      0       0       0      1
428      0      1      1      1      0      0       0       0      1
429      0      1      1      1      0      0       0       0      0
430      0      1      1      1      0      0       0       0      0
431      0      0      0      0      0      0       0       0      0
432      0      0      0      0      0      0       0       0      0
433      1      1      1      1      0      0       0       0      1
434      0      1      1      1      0      0       0       0      1
435      0      1      1      1      0      0       0       0      1
436      0      1      1      1      0      0       0       0      0
437      0      0      0      0      0      0       0       0      0
438      0      0      0      0      0      0       0       0      0
439      0      0      0      0      0      0       0       0      0
440      0      1      1      1      0      0       0       0      0
441      0      0      0      0      0      0       0       0      0
442      0      0      0      0      0      0       0       0      0
443      1      1      1      1      1      1       1       1      1
444      1      1      1      1      1      1       1       1      1
445      1      0      0      0      1      1       1       1      0
446      1      1      1      1      1      1       1       1      1
447      1      1      1      1      1      1       1       1      1
448      1      1      1      1      1      1       1       1      0
449      1      1      1      1      1      1       1       1      1
450      1      1      1      1      1      1       1       1      1
451      1      1      1      1      1      1       1       1      1
452      1      1      1      1      1      1       1       1      0
453      1      1      1      1      1      1       0       0      1
454      1      0      0      0      1      1       1       1      0
455      1      0      0      0      1      1       1       1      0
456      1      0      0      0      1      1       1       1      0
457      1      0      0      0      1      1       1       1      0
458      1      0      0      0      1      1       0       0      0
459      0      0      0      0      1      1       1       1      0
460      0      0      0      0      0      0       0       0      0
461      1      1      1      1      0      0       0       0      1
462      0      1      1      1      0      0       0       0      1
463      0      1      1      1      0      0       0       0      1
464      0      1      1      1      0      0       0       0      1
465      0      1      1      1      0      0       0       0      0
466      0      1      1      1      0      0       0       0      0
467      0      0      0      0      0      0       0       0      0
468      0      0      0      0      0      0       0       0      0
469      0      1      1      1      0      0       0       0      1
470      0      0      0      0      0      0       0       0      0
471      0      0      0      0      0      0       0       0      0
472      0      1      1      1      0      0       0       0      0
473      0      0      0      0      0      0       0       0      0
474      0      0      0      0      0      0       0       0      0
475      1      1      1      1      1      1       1       1      1
476      1      0      0      0      1      1       1       1      0
477      1      0      0      0      1      1       1       1      0
478      0      0      0      0      0      0       0       0      0
479      1      1      1      1      1      1       1       1      1
480      1      1      1      1      1      1       1       1      1
481      1      1      1      1      1      1       1       1      0
482      1      0      0      0      1      1       1       1      0
483      1      0      0      0      1      1       1       1      0
484      0      1      1      1      0      0       0       0      1
485      0      1      1      1      0      0       0       0      1
486      1      1      1      1      1      1       1       1      1
487      1      1      1      1      1      1       1       1      0
488      1      1      1      1      1      1       1       1      0
489      1      0      0      0      1      1       1       1      0
490      1      1      1      1      1      1       1       1      1
491      1      1      1      1      1      1       1       1      1
492      1      1      1      1      1      1       1       1      1
493      1      1      1      1      1      1       1       1      1
494      1      1      1      1      1      1       1       1      1
495      1      1      1      1      1      1       1       1      0
496      1      1      1      1      1      1       1       1      0
497      1      1      1      1      1      1       1       1      0
498      1      1      1      1      1      1       0       0      1
499      1      1      1      1      1      1       0       0      0
500      1      1      1      1      0      0       0       0      1
501      1      1      1      1      0      0       0       0      0
502      1      0      0      0      1      1       1       1      0
503      1      0      0      0      1      1       1       1      0
504      1      0      0      0      1      1       1       1      0
505      1      0      0      0      1      1       1       1      0
506      1      0      0      0      1      1       1       1      0
507      1      0      0      0      1      1       1       1      0
508      1      0      0      0      1      1       0       0      0
509      1      0      0      0      0      0       0       0      0
510      0      1      1      1      1      1       1       1      1
511      0      1      1      1      1      1       1       1      1
512      0      1      1      1      1      1       1       1      0
513      0      1      1      1      1      1       1       1      0
514      0      1      1      1      1      1       0       0      1
515      0      1      1      1      1      1       0       0      0
516      0      1      1      1      0      0       0       0      1
517      0      1      1      1      0      0       0       0      1
518      0      1      1      1      0      0       0       0      0
519      0      1      1      1      0      0       0       0      0
520      0      0      0      0      1      1       1       1      0
521      0      0      0      0      1      1       0       0      0
522      0      0      0      0      0      0       0       0      0
523      0      0      0      0      0      0       0       0      0
524      1      1      1      1      0      0       0       0      1
525      1      1      1      1      0      0       0       0      0
526      1      0      0      0      0      0       0       0      0
527      0      1      1      1      0      0       0       0      1
528      0      1      1      1      0      0       0       0      1
529      0      1      1      1      0      0       0       0      1
530      0      1      1      1      0      0       0       0      0
531      0      1      1      1      0      0       0       0      0
532      0      0      0      0      0      0       0       0      0
533      0      0      0      0      0      0       0       0      0
534      1      1      1      1      1      1       1       1      1
535      1      1      1      1      1      1       0       0      1
536      1      0      0      0      1      1       1       1      0
537      0      1      1      1      1      1       1       1      1
538      0      1      1      1      0      0       0       0      1
539      0      1      1      1      0      0       0       0      1
540      0      0      0      0      0      0       0       0      0
541      1      0      0      0      0      0       0       0      0
542      0      1      1      1      0      0       0       0      1
543      0      1      1      1      0      0       0       0      1
544      0      1      1      1      0      0       0       0      1
545      0      1      1      1      0      0       0       0      0
546      0      0      0      0      0      0       0       0      0
547      0      0      0      0      0      0       0       0      0
548      0      0      0      0      0      0       0       0      0
549      0      0      0      0      0      0       0       0      0
550      1      1      1      1      1      1       1       1      0
551      1      0      0      0      1      1       1       1      0
552      1      0      0      0      1      1       0       0      0
553      0      1      1      1      1      1       1       1      0
554      0      0      0      0      1      1       1       1      0
555      0      0      0      0      0      0       0       0      0
556      1      0      0      0      0      0       0       0      0
557      0      1      1      1      0      0       0       0      0
558      0      1      1      1      0      0       0       0      0
559      0      0      0      0      0      0       0       0      0
560      0      0      0      0      0      0       0       0      0
561      0      0      0      0      0      0       0       0      0
562      0      1      1      1      0      0       0       0      0
563      0      0      0      0      0      0       0       0      0
564      0      0      0      0      0      0       0       0      0
565      0      0      0      0      0      0       0       0      0
566      1      1      1      1      1      1       1       1      1
567      1      1      1      1      1      1       1       1      1
568      1      1      1      1      1      1       0       0      1
569      1      1      1      1      1      1       0       0      1
570      1      0      0      0      1      1       1       1      0
571      1      0      0      0      1      1       1       1      0
572      1      0      0      0      1      1       0       0      0
573      1      0      0      0      1      1       0       0      0
574      0      1      1      1      1      1       1       1      1
575      1      0      0      0      0      0       0       0      0
576      0      1      1      1      0      0       0       0      1
577      0      1      1      1      0      0       0       0      1
578      0      0      0      0      0      0       0       0      0
579      0      0      0      0      0      0       0       0      0
580      1      1      1      1      1      1       1       1      1
581      1      1      1      1      1      1       1       1      1
582      0      1      1      1      0      0       0       0      1
583      0      1      1      1      0      0       0       0      1
584      0      1      1      1      0      0       0       0      1
585      0      0      0      0      0      0       0       0      0
586      0      0      0      0      0      0       0       0      0
587      1      1      1      1      0      0       0       0      1
588      1      1      1      1      0      0       0       0      1
589      1      0      0      0      0      0       0       0      0
590      0      1      1      1      0      0       0       0      1
591      0      1      1      1      0      0       0       0      1
592      0      1      1      1      0      0       0       0      1
593      0      1      1      1      0      0       0       0      0
594      0      1      1      1      0      0       0       0      0
595      0      0      0      0      0      0       0       0      0
596      0      0      0      0      0      0       0       0      0
597      1      0      0      0      1      1       1       1      0
598      1      0      0      0      1      1       0       0      0
599      0      0      0      0      0      0       0       0      0
600      0      0      0      0      0      0       0       0      0
601      0      0      0      0      0      0       0       0      0
602      1      1      1      1      1      1       1       1      1
603      1      1      1      1      1      1       1       1      1
604      1      1      1      1      1      1       0       0      1
605      1      1      1      1      1      1       0       0      1
606      1      0      0      0      1      1       1       1      0
607      1      0      0      0      1      1       1       1      0
608      1      0      0      0      1      1       0       0      0
609      1      0      0      0      1      1       0       0      0
610      0      0      0      0      0      0       0       0      0
611      0      0      0      0      0      0       0       0      0
612      1      1      1      1      1      1       1       1      1
613      1      1      1      1      1      1       0       0      1
614      1      0      0      0      1      1       1       1      0
615      1      0      0      0      1      1       1       1      0
616      0      0      0      0      0      0       0       0      0
617      1      0      0      0      1      1       1       1      0
618      1      0      0      0      1      1       1       1      0
619      1      1      1      1      1      1       1       1      1
620      1      1      1      1      1      1       0       0      1
621      0      1      1      1      1      1       1       1      1
622      0      1      1      1      1      1       1       1      1
623      0      1      1      1      0      0       0       0      1
624      1      1      1      1      0      0       0       0      1
625      1      0      0      0      0      0       0       0      0
626      0      1      1      1      0      0       0       0      1
627      0      0      0      0      0      0       0       0      0
628      1      0      0      0      0      0       0       0      0
629      1      0      0      0      0      0       0       0      0
630      0      0      0      0      0      0       0       0      0
631      0      0      0      0      0      0       0       0      0
632      1      0      0      0      0      0       0       0      0
633      0      0      0      0      0      0       0       0      0
634      1      1      1      1      0      0       0       0      1
635      0      0      0      0      0      0       0       0      0
636      1      0      0      0      0      0       0       0      0
637      0      0      0      0      0      0       0       0      0
638      1      0      0      0      0      0       0       0      0
639      0      0      0      0      0      0       0       0      0
640 136160 136876 136876 136876 137883 137916  142180  142180 153335
     id_04  id_18  id_22  id_23  id_27  id_21  id_07  id_08  id_26  id_25
1        1      1      1      1      1      1      1      1      1      1
2        1      1      1      1      1      1      1      1      1      1
3        1      1      1      1      1      1      1      1      0      1
4        1      1      1      1      1      1      1      1      0      1
5        1      1      1      1      1      1      1      1      0      0
6        1      1      1      1      1      1      0      0      1      1
7        1      1      1      1      1      0      1      1      1      1
8        1      1      0      0      0      0      0      0      0      0
9        1      0      1      1      1      1      1      1      1      1
10       1      0      1      1      1      1      1      1      1      1
11       1      0      1      1      1      1      1      1      1      0
12       1      0      1      1      1      1      0      0      1      1
13       1      0      0      0      0      0      0      0      0      0
14       0      1      1      1      1      1      1      1      1      1
15       0      1      1      1      1      1      1      1      1      1
16       0      1      0      0      0      0      0      0      0      0
17       0      0      1      1      1      1      1      1      1      1
18       0      0      1      1      1      1      1      1      1      1
19       0      0      1      1      1      1      1      1      1      0
20       0      0      0      0      0      0      0      0      0      0
21       1      1      1      1      1      1      1      1      1      1
22       1      1      0      0      0      0      0      0      0      0
23       1      0      1      1      1      1      1      1      1      1
24       1      0      1      1      1      1      1      1      1      1
25       1      0      0      0      0      0      0      0      0      0
26       0      1      1      1      1      1      1      1      1      1
27       0      1      0      0      0      0      0      0      0      0
28       0      0      1      1      1      1      1      1      1      1
29       0      0      0      0      0      0      0      0      0      0
30       1      0      0      0      0      0      0      0      0      0
31       1      1      1      1      1      1      1      1      1      1
32       1      1      1      1      1      1      1      1      1      1
33       1      1      0      0      0      0      0      0      0      0
34       0      1      1      1      1      1      1      1      1      1
35       1      1      0      0      0      0      0      0      0      0
36       1      0      0      0      0      0      0      0      0      0
37       0      1      1      1      1      1      1      1      1      1
38       0      1      1      1      1      1      1      1      1      1
39       0      1      1      1      1      1      1      1      1      0
40       0      1      1      1      1      1      1      1      0      1
41       0      1      1      1      1      1      1      1      0      0
42       0      1      1      1      1      0      1      1      1      1
43       0      1      0      0      0      0      0      0      0      0
44       0      0      1      1      1      1      1      1      1      1
45       0      0      1      1      1      1      1      1      1      1
46       0      0      1      1      1      1      1      1      1      0
47       0      0      0      0      0      0      0      0      0      0
48       1      1      1      1      1      1      1      1      1      1
49       1      0      0      0      0      0      0      0      0      0
50       0      1      1      1      1      1      1      1      1      1
51       0      1      1      1      1      1      1      1      1      1
52       0      1      0      0      0      0      0      0      0      0
53       0      0      1      1      1      1      1      1      1      1
54       0      0      0      0      0      0      0      0      0      0
55       0      1      0      0      0      0      0      0      0      0
56       0      1      1      1      1      1      1      1      1      1
57       0      1      0      0      0      0      0      0      0      0
58       0      0      1      1      1      1      1      1      1      1
59       1      1      1      1      1      1      1      1      1      1
60       1      1      1      1      1      1      1      1      1      1
61       1      1      0      0      0      0      0      0      0      0
62       1      0      1      1      1      1      1      1      1      1
63       1      0      1      1      1      1      1      1      1      1
64       1      0      0      0      0      0      0      0      0      0
65       0      1      1      1      1      1      1      1      1      1
66       0      1      0      0      0      0      0      0      0      0
67       0      0      1      1      1      1      1      1      1      1
68       0      0      0      0      0      0      0      0      0      0
69       1      1      1      1      1      1      1      1      1      1
70       1      1      0      0      0      0      0      0      0      0
71       0      1      0      0      0      0      0      0      0      0
72       0      0      0      0      0      0      0      0      0      0
73       1      1      1      1      1      1      1      1      1      1
74       1      1      1      1      1      1      1      1      1      1
75       1      1      0      0      0      0      0      0      0      0
76       1      0      1      1      1      1      1      1      1      1
77       1      0      1      1      1      1      1      1      1      1
78       1      0      0      0      0      0      0      0      0      0
79       0      1      1      1      1      1      1      1      1      1
80       0      1      1      1      1      1      1      1      1      1
81       0      1      0      0      0      0      0      0      0      0
82       0      0      1      1      1      1      1      1      1      1
83       0      0      1      1      1      1      1      1      1      1
84       0      0      0      0      0      0      0      0      0      0
85       0      1      1      1      1      1      1      1      1      1
86       0      1      1      1      1      1      1      1      1      1
87       0      1      0      0      0      0      0      0      0      0
88       0      0      1      1      1      1      1      1      1      1
89       0      0      1      1      1      1      1      1      1      1
90       0      0      0      0      0      0      0      0      0      0
91       0      1      1      1      1      1      1      1      1      1
92       0      1      0      0      0      0      0      0      0      0
93       0      0      0      0      0      0      0      0      0      0
94       0      1      1      1      1      1      1      1      1      1
95       0      1      1      1      1      1      1      1      1      1
96       0      1      0      0      0      0      0      0      0      0
97       0      0      1      1      1      1      1      1      1      1
98       0      0      1      1      1      1      1      1      1      1
99       0      0      1      1      1      1      0      0      1      1
100      0      0      0      0      0      0      0      0      0      0
101      1      1      1      1      1      1      1      1      1      1
102      1      1      0      0      0      0      0      0      0      0
103      1      0      1      1      1      1      1      1      1      1
104      1      0      0      0      0      0      0      0      0      0
105      0      1      1      1      1      1      1      1      1      1
106      0      1      0      0      0      0      0      0      0      0
107      0      0      0      0      0      0      0      0      0      0
108      1      0      0      0      0      0      0      0      0      0
109      0      1      1      1      1      1      1      1      1      1
110      0      1      0      0      0      0      0      0      0      0
111      0      0      1      1      1      1      1      1      1      1
112      0      0      0      0      0      0      0      0      0      0
113      1      1      1      1      1      1      1      1      1      1
114      1      1      1      1      1      1      1      1      1      1
115      1      1      0      0      0      0      0      0      0      0
116      1      0      1      1      1      1      1      1      1      1
117      1      0      1      1      1      1      1      1      1      1
118      1      0      0      0      0      0      0      0      0      0
119      0      1      1      1      1      1      1      1      1      1
120      0      1      0      0      0      0      0      0      0      0
121      0      0      1      1      1      1      1      1      1      1
122      0      0      1      1      1      1      1      1      1      1
123      0      0      0      0      0      0      0      0      0      0
124      1      1      0      0      0      0      0      0      0      0
125      1      0      0      0      0      0      0      0      0      0
126      0      1      1      1      1      1      1      1      1      1
127      0      1      1      1      1      1      1      1      1      1
128      0      1      0      0      0      0      0      0      0      0
129      0      0      1      1      1      1      1      1      1      1
130      0      0      1      1      1      1      1      1      1      1
131      0      0      0      0      0      0      0      0      0      0
132      1      1      1      1      1      1      1      1      1      1
133      1      1      1      1      1      1      1      1      1      1
134      1      1      1      1      1      0      1      1      1      1
135      1      1      0      0      0      0      0      0      0      0
136      1      0      1      1      1      1      1      1      1      1
137      1      0      1      1      1      1      1      1      1      1
138      1      0      1      1      1      0      1      1      1      1
139      1      0      0      0      0      0      0      0      0      0
140      0      1      1      1      1      1      1      1      1      1
141      0      1      0      0      0      0      0      0      0      0
142      0      0      1      1      1      1      1      1      1      1
143      0      0      0      0      0      0      0      0      0      0
144      1      1      1      1      1      1      1      1      1      1
145      1      1      0      0      0      0      0      0      0      0
146      1      0      0      0      0      0      0      0      0      0
147      0      0      0      0      0      0      0      0      0      0
148      1      1      0      0      0      0      0      0      0      0
149      1      0      0      0      0      0      0      0      0      0
150      0      1      0      0      0      0      0      0      0      0
151      0      0      0      0      0      0      0      0      0      0
152      1      1      1      1      1      1      1      1      1      1
153      1      1      0      0      0      0      0      0      0      0
154      1      0      0      0      0      0      0      0      0      0
155      0      1      1      1      1      1      1      1      1      1
156      0      1      0      0      0      0      0      0      0      0
157      0      0      1      1      1      1      1      1      1      1
158      0      0      0      0      0      0      0      0      0      0
159      0      1      1      1      1      1      1      1      1      1
160      0      1      0      0      0      0      0      0      0      0
161      0      0      0      0      0      0      0      0      0      0
162      0      1      1      1      1      1      1      1      1      1
163      0      1      0      0      0      0      0      0      0      0
164      0      0      0      0      0      0      0      0      0      0
165      0      1      0      0      0      0      0      0      0      0
166      1      1      0      0      0      0      0      0      0      0
167      1      1      1      1      1      1      1      1      1      1
168      1      1      1      1      1      1      1      1      1      1
169      1      1      0      0      0      0      0      0      0      0
170      1      0      1      1      1      1      1      1      1      1
171      1      0      1      1      1      1      1      1      1      1
172      1      0      0      0      0      0      0      0      0      0
173      0      1      0      0      0      0      0      0      0      0
174      0      0      0      0      0      0      0      0      0      0
175      0      0      0      0      0      0      0      0      0      0
176      0      1      1      1      1      1      1      1      1      1
177      0      1      1      1      1      1      0      0      1      1
178      0      1      0      0      0      0      0      0      0      0
179      0      0      1      1      1      1      1      1      1      1
180      0      0      1      1      1      1      0      0      1      1
181      0      0      0      0      0      0      0      0      0      0
182      1      1      1      1      1      1      1      1      1      1
183      1      1      0      0      0      0      0      0      0      0
184      1      0      1      1      1      1      1      1      1      1
185      1      0      0      0      0      0      0      0      0      0
186      0      1      0      0      0      0      0      0      0      0
187      0      0      0      0      0      0      0      0      0      0
188      0      1      1      1      1      1      1      1      1      1
189      0      1      0      0      0      0      0      0      0      0
190      0      0      0      0      0      0      0      0      0      0
191      1      1      1      1      1      1      1      1      1      1
192      1      1      1      1      1      1      1      1      1      1
193      1      1      0      0      0      0      0      0      0      0
194      1      0      1      1      1      1      1      1      1      1
195      1      0      1      1      1      1      1      1      1      1
196      1      0      0      0      0      0      0      0      0      0
197      0      1      0      0      0      0      0      0      0      0
198      0      0      0      0      0      0      0      0      0      0
199      0      1      1      1      1      1      1      1      1      1
200      0      1      0      0      0      0      0      0      0      0
201      0      0      1      1      1      1      1      1      1      1
202      0      0      1      1      1      1      1      1      1      1
203      0      0      0      0      0      0      0      0      0      0
204      0      1      1      1      1      1      1      1      1      1
205      0      1      1      1      1      1      1      1      1      1
206      0      1      1      1      1      1      1      1      0      1
207      0      1      0      0      0      0      0      0      0      0
208      0      0      1      1      1      1      1      1      1      1
209      0      0      1      1      1      1      1      1      1      1
210      0      0      0      0      0      0      0      0      0      0
211      0      1      0      0      0      0      0      0      0      0
212      0      0      0      0      0      0      0      0      0      0
213      0      1      1      1      1      1      1      1      1      1
214      0      1      1      1      1      1      1      1      1      1
215      0      1      0      0      0      0      0      0      0      0
216      0      0      1      1      1      1      1      1      1      1
217      0      0      0      0      0      0      0      0      0      0
218      0      1      1      1      1      1      1      1      1      1
219      0      1      0      0      0      0      0      0      0      0
220      0      0      0      0      0      0      0      0      0      0
221      0      1      1      1      1      1      1      1      1      1
222      0      0      0      0      0      0      0      0      0      0
223      0      1      1      1      1      1      1      1      1      1
224      0      1      0      0      0      0      0      0      0      0
225      0      0      0      0      0      0      0      0      0      0
226      0      1      1      1      1      1      1      1      1      1
227      0      1      0      0      0      0      0      0      0      0
228      0      1      0      0      0      0      0      0      0      0
229      0      0      0      0      0      0      0      0      0      0
230      0      1      0      0      0      0      0      0      0      0
231      0      0      1      1      1      1      1      1      1      1
232      0      0      0      0      0      0      0      0      0      0
233      0      1      0      0      0      0      0      0      0      0
234      0      0      0      0      0      0      0      0      0      0
235      0      1      1      1      1      1      1      1      1      1
236      0      1      0      0      0      0      0      0      0      0
237      0      0      1      1      1      1      1      1      1      0
238      0      0      0      0      0      0      0      0      0      0
239      0      0      0      0      0      0      0      0      0      0
240      0      1      0      0      0      0      0      0      0      0
241      0      0      0      0      0      0      0      0      0      0
242      0      1      0      0      0      0      0      0      0      0
243      0      0      0      0      0      0      0      0      0      0
244      0      1      1      1      1      1      1      1      1      1
245      0      1      0      0      0      0      0      0      0      0
246      0      0      0      0      0      0      0      0      0      0
247      0      1      0      0      0      0      0      0      0      0
248      0      0      0      0      0      0      0      0      0      0
249      0      1      0      0      0      0      0      0      0      0
250      0      0      0      0      0      0      0      0      0      0
251      1      1      0      0      0      0      0      0      0      0
252      1      0      0      0      0      0      0      0      0      0
253      0      1      0      0      0      0      0      0      0      0
254      0      0      0      0      0      0      0      0      0      0
255      1      1      0      0      0      0      0      0      0      0
256      1      0      0      0      0      0      0      0      0      0
257      0      1      0      0      0      0      0      0      0      0
258      0      0      0      0      0      0      0      0      0      0
259      1      1      0      0      0      0      0      0      0      0
260      1      1      0      0      0      0      0      0      0      0
261      1      0      0      0      0      0      0      0      0      0
262      0      1      0      0      0      0      0      0      0      0
263      1      1      0      0      0      0      0      0      0      0
264      1      0      0      0      0      0      0      0      0      0
265      0      1      0      0      0      0      0      0      0      0
266      0      0      0      0      0      0      0      0      0      0
267      1      1      0      0      0      0      0      0      0      0
268      1      0      0      0      0      0      0      0      0      0
269      0      1      0      0      0      0      0      0      0      0
270      0      0      0      0      0      0      0      0      0      0
271      0      1      0      0      0      0      0      0      0      0
272      0      0      0      0      0      0      0      0      0      0
273      1      1      0      0      0      0      0      0      0      0
274      1      0      0      0      0      0      0      0      0      0
275      0      1      0      0      0      0      0      0      0      0
276      0      0      0      0      0      0      0      0      0      0
277      1      1      0      0      0      0      0      0      0      0
278      1      0      0      0      0      0      0      0      0      0
279      0      1      0      0      0      0      0      0      0      0
280      1      1      0      0      0      0      0      0      0      0
281      1      0      0      0      0      0      0      0      0      0
282      0      1      0      0      0      0      0      0      0      0
283      0      0      0      0      0      0      0      0      0      0
284      0      1      0      0      0      0      0      0      0      0
285      0      0      0      0      0      0      0      0      0      0
286      0      1      0      0      0      0      0      0      0      0
287      0      0      0      0      0      0      0      0      0      0
288      0      1      0      0      0      0      0      0      0      0
289      0      0      0      0      0      0      0      0      0      0
290      1      1      0      0      0      0      0      0      0      0
291      1      0      0      0      0      0      0      0      0      0
292      0      1      0      0      0      0      0      0      0      0
293      0      0      0      0      0      0      0      0      0      0
294      1      1      0      0      0      0      0      0      0      0
295      1      0      0      0      0      0      0      0      0      0
296      0      0      0      0      0      0      0      0      0      0
297      0      1      0      0      0      0      0      0      0      0
298      0      0      0      0      0      0      0      0      0      0
299      1      1      0      0      0      0      0      0      0      0
300      1      0      0      0      0      0      0      0      0      0
301      0      1      0      0      0      0      0      0      0      0
302      0      0      0      0      0      0      0      0      0      0
303      1      1      0      0      0      0      0      0      0      0
304      1      0      0      0      0      0      0      0      0      0
305      0      0      0      0      0      0      0      0      0      0
306      1      0      0      0      0      0      0      0      0      0
307      1      1      0      0      0      0      0      0      0      0
308      1      0      0      0      0      0      0      0      0      0
309      0      1      0      0      0      0      0      0      0      0
310      0      0      0      0      0      0      0      0      0      0
311      0      1      0      0      0      0      0      0      0      0
312      0      0      0      0      0      0      0      0      0      0
313      0      1      0      0      0      0      0      0      0      0
314      0      0      0      0      0      0      0      0      0      0
315      0      1      0      0      0      0      0      0      0      0
316      0      1      0      0      0      0      0      0      0      0
317      1      1      0      0      0      0      0      0      0      0
318      1      0      0      0      0      0      0      0      0      0
319      1      0      0      0      0      0      0      0      0      0
320      1      1      0      0      0      0      0      0      0      0
321      1      0      0      0      0      0      0      0      0      0
322      0      0      0      0      0      0      0      0      0      0
323      0      0      0      0      0      0      0      0      0      0
324      0      1      0      0      0      0      0      0      0      0
325      0      0      0      0      0      0      0      0      0      0
326      1      1      0      0      0      0      0      0      0      0
327      1      0      0      0      0      0      0      0      0      0
328      0      1      0      0      0      0      0      0      0      0
329      0      0      0      0      0      0      0      0      0      0
330      0      1      0      0      0      0      0      0      0      0
331      0      0      0      0      0      0      0      0      0      0
332      1      1      0      0      0      0      0      0      0      0
333      1      0      0      0      0      0      0      0      0      0
334      0      1      0      0      0      0      0      0      0      0
335      0      0      0      0      0      0      0      0      0      0
336      0      1      0      0      0      0      0      0      0      0
337      0      0      0      0      0      0      0      0      0      0
338      1      0      1      1      1      1      1      1      1      1
339      1      0      1      1      1      1      1      1      1      1
340      1      0      1      1      1      1      0      0      1      1
341      1      0      0      0      0      0      0      0      0      0
342      0      0      1      1      1      1      1      1      1      1
343      0      0      0      0      0      0      0      0      0      0
344      1      0      1      1      1      1      1      1      1      1
345      1      0      0      0      0      0      0      0      0      0
346      0      0      0      0      0      0      0      0      0      0
347      0      1      0      0      0      0      0      0      0      0
348      0      0      1      1      1      1      1      1      1      1
349      0      0      1      1      1      1      1      1      1      1
350      0      0      1      1      1      1      0      0      1      1
351      0      0      0      0      0      0      0      0      0      0
352      0      0      1      1      1      1      1      1      1      1
353      0      0      0      0      0      0      0      0      0      0
354      1      0      0      0      0      0      0      0      0      0
355      0      0      1      1      1      1      1      1      1      1
356      1      0      0      0      0      0      0      0      0      0
357      0      0      0      0      0      0      0      0      0      0
358      0      1      0      0      0      0      0      0      0      0
359      0      0      1      1      1      1      1      1      1      1
360      0      0      1      1      1      1      1      1      1      1
361      0      0      0      0      0      0      0      0      0      0
362      0      0      1      1      1      1      1      1      1      1
363      0      0      0      0      0      0      0      0      0      0
364      1      0      0      0      0      0      0      0      0      0
365      0      0      0      0      0      0      0      0      0      0
366      1      0      1      1      1      1      1      1      1      1
367      1      0      1      1      1      1      1      1      1      1
368      1      0      0      0      0      0      0      0      0      0
369      0      0      0      0      0      0      0      0      0      0
370      0      0      1      1      1      1      1      1      1      1
371      0      0      1      1      1      1      1      1      1      1
372      0      0      0      0      0      0      0      0      0      0
373      1      0      1      1      1      0      1      1      1      1
374      1      0      0      0      0      0      0      0      0      0
375      1      0      0      0      0      0      0      0      0      0
376      0      0      0      0      0      0      0      0      0      0
377      1      0      1      1      1      1      1      1      1      1
378      1      0      1      1      1      1      0      0      1      1
379      1      0      0      0      0      0      0      0      0      0
380      0      0      0      0      0      0      0      0      0      0
381      0      0      0      0      0      0      0      0      0      0
382      1      0      0      0      0      0      0      0      0      0
383      0      0      0      0      0      0      0      0      0      0
384      1      0      0      0      0      0      0      0      0      0
385      0      0      0      0      0      0      0      0      0      0
386      0      1      0      0      0      0      0      0      0      0
387      0      0      1      1      1      1      1      1      1      1
388      0      0      1      1      1      1      1      1      1      1
389      0      0      0      0      0      0      0      0      0      0
390      0      0      0      0      0      0      0      0      0      0
391      0      0      0      0      0      0      0      0      0      0
392      0      0      0      0      0      0      0      0      0      0
393      0      0      0      0      0      0      0      0      0      0
394      0      1      0      0      0      0      0      0      0      0
395      0      0      0      0      0      0      0      0      0      0
396      1      0      0      0      0      0      0      0      0      0
397      0      0      0      0      0      0      0      0      0      0
398      1      0      0      0      0      0      0      0      0      0
399      1      0      0      0      0      0      0      0      0      0
400      0      1      0      0      0      0      0      0      0      0
401      0      0      0      0      0      0      0      0      0      0
402      0      1      0      0      0      0      0      0      0      0
403      0      0      0      0      0      0      0      0      0      0
404      0      0      0      0      0      0      0      0      0      0
405      1      0      0      0      0      0      0      0      0      0
406      0      0      0      0      0      0      0      0      0      0
407      1      0      0      0      0      0      0      0      0      0
408      0      0      0      0      0      0      0      0      0      0
409      1      0      0      0      0      0      0      0      0      0
410      0      0      0      0      0      0      0      0      0      0
411      0      0      0      0      0      0      0      0      0      0
412      0      0      0      0      0      0      0      0      0      0
413      0      0      0      0      0      0      0      0      0      0
414      1      1      1      1      1      1      1      1      0      1
415      1      1      0      0      0      0      0      0      0      0
416      1      0      1      1      1      1      1      1      1      1
417      1      0      0      0      0      0      0      0      0      0
418      0      1      0      0      0      0      0      0      0      0
419      0      0      1      1      1      1      1      1      1      1
420      0      0      0      0      0      0      0      0      0      0
421      0      1      1      1      1      1      1      1      0      1
422      0      1      0      0      0      0      0      0      0      0
423      0      0      1      1      1      1      1      1      1      1
424      0      0      0      0      0      0      0      0      0      0
425      1      0      0      0      0      0      0      0      0      0
426      0      1      1      1      1      1      1      1      0      1
427      1      1      0      0      0      0      0      0      0      0
428      1      0      0      0      0      0      0      0      0      0
429      0      1      0      0      0      0      0      0      0      0
430      0      0      0      0      0      0      0      0      0      0
431      0      1      0      0      0      0      0      0      0      0
432      0      0      0      0      0      0      0      0      0      0
433      1      1      0      0      0      0      0      0      0      0
434      1      1      0      0      0      0      0      0      0      0
435      1      0      0      0      0      0      0      0      0      0
436      0      1      0      0      0      0      0      0      0      0
437      0      1      0      0      0      0      0      0      0      0
438      0      0      0      0      0      0      0      0      0      0
439      0      1      0      0      0      0      0      0      0      0
440      0      1      0      0      0      0      0      0      0      0
441      0      1      0      0      0      0      0      0      0      0
442      0      0      0      0      0      0      0      0      0      0
443      1      1      0      0      0      0      0      0      0      0
444      1      0      0      0      0      0      0      0      0      0
445      0      1      0      0      0      0      0      0      0      0
446      1      0      1      1      1      1      1      1      1      1
447      1      0      0      0      0      0      0      0      0      0
448      0      0      1      1      1      1      1      1      1      1
449      1      1      1      1      1      1      1      1      1      0
450      1      1      0      0      0      0      0      0      0      0
451      1      0      0      0      0      0      0      0      0      0
452      0      1      0      0      0      0      0      0      0      0
453      1      1      0      0      0      0      0      0      0      0
454      0      1      1      1      1      1      1      1      1      0
455      0      1      0      0      0      0      0      0      0      0
456      0      0      1      1      1      1      1      1      1      0
457      0      0      0      0      0      0      0      0      0      0
458      0      1      0      0      0      0      0      0      0      0
459      0      1      1      1      1      1      1      1      1      0
460      0      1      0      0      0      0      0      0      0      0
461      1      0      0      0      0      0      0      0      0      0
462      1      1      1      1      1      1      1      1      1      0
463      1      1      0      0      0      0      0      0      0      0
464      1      0      0      0      0      0      0      0      0      0
465      0      1      0      0      0      0      0      0      0      0
466      0      0      0      0      0      0      0      0      0      0
467      0      1      0      0      0      0      0      0      0      0
468      0      0      0      0      0      0      0      0      0      0
469      1      0      0      0      0      0      0      0      0      0
470      0      1      0      0      0      0      0      0      0      0
471      0      0      0      0      0      0      0      0      0      0
472      0      1      0      0      0      0      0      0      0      0
473      0      1      0      0      0      0      0      0      0      0
474      0      0      0      0      0      0      0      0      0      0
475      1      0      0      0      0      0      0      0      0      0
476      0      1      0      0      0      0      0      0      0      0
477      0      0      0      0      0      0      0      0      0      0
478      0      0      0      0      0      0      0      0      0      0
479      1      1      0      0      0      0      0      0      0      0
480      1      0      0      0      0      0      0      0      0      0
481      0      0      0      0      0      0      0      0      0      0
482      0      1      0      0      0      0      0      0      0      0
483      0      0      0      0      0      0      0      0      0      0
484      1      1      0      0      0      0      0      0      0      0
485      1      0      0      0      0      0      0      0      0      0
486      1      0      1      1      1      1      1      1      1      1
487      0      1      1      1      1      1      1      1      1      1
488      0      0      1      1      1      1      1      1      1      1
489      0      0      1      1      1      1      1      1      1      1
490      1      0      1      1      1      1      1      1      1      1
491      1      0      1      1      1      1      1      1      1      1
492      1      0      1      1      1      1      1      1      1      1
493      1      0      1      1      1      1      1      1      1      0
494      1      0      1      1      1      1      0      0      1      1
495      0      0      1      1      1      1      1      1      1      1
496      0      0      1      1      1      1      1      1      1      1
497      0      0      1      1      1      1      0      0      1      1
498      1      0      1      1      1      1      1      1      1      1
499      0      0      1      1      1      1      1      1      1      1
500      1      0      1      1      1      1      1      1      1      1
501      0      0      1      1      1      1      1      1      1      1
502      0      0      1      1      1      1      1      1      1      1
503      0      0      1      1      1      1      1      1      1      1
504      0      0      1      1      1      1      1      1      1      0
505      0      0      1      1      1      1      1      1      0      1
506      0      0      1      1      1      1      0      0      1      1
507      0      0      1      1      1      0      1      1      1      1
508      0      0      1      1      1      1      1      1      1      1
509      0      0      1      1      1      1      1      1      1      1
510      1      0      1      1      1      1      1      1      1      1
511      1      0      1      1      1      1      1      1      1      1
512      0      0      1      1      1      1      1      1      1      1
513      0      0      1      1      1      1      1      1      1      1
514      1      0      1      1      1      1      1      1      1      1
515      0      0      1      1      1      1      1      1      1      1
516      1      0      1      1      1      1      1      1      1      1
517      1      0      1      1      1      1      1      1      1      1
518      0      0      1      1      1      1      1      1      1      1
519      0      0      1      1      1      1      1      1      1      1
520      0      0      1      1      1      1      1      1      1      1
521      0      0      1      1      1      1      1      1      1      1
522      0      0      1      1      1      1      1      1      1      1
523      0      0      1      1      1      1      1      1      1      1
524      1      0      1      1      1      1      1      1      1      1
525      0      0      1      1      1      1      1      1      1      1
526      0      0      1      1      1      1      1      1      1      1
527      1      0      1      1      1      1      1      1      1      1
528      1      0      1      1      1      1      1      1      1      1
529      1      0      1      1      1      1      1      1      1      0
530      0      0      1      1      1      1      1      1      1      1
531      0      0      1      1      1      1      1      1      1      1
532      0      0      1      1      1      1      1      1      1      1
533      0      0      1      1      1      1      1      1      1      1
534      1      0      1      1      1      1      1      1      1      1
535      1      0      1      1      1      1      1      1      1      1
536      0      0      1      1      1      1      1      1      1      1
537      1      0      1      1      1      1      1      1      1      1
538      1      0      1      1      1      1      1      1      1      1
539      1      0      1      1      1      1      1      1      1      1
540      0      0      1      1      1      1      1      1      1      1
541      0      0      1      1      1      1      1      1      1      1
542      1      0      1      1      1      1      1      1      1      1
543      1      0      1      1      1      1      1      1      1      1
544      1      0      1      1      1      1      1      1      1      0
545      0      0      1      1      1      1      1      1      1      1
546      0      0      1      1      1      1      1      1      1      1
547      0      0      1      1      1      1      1      1      1      1
548      0      0      1      1      1      1      1      1      1      0
549      0      0      1      1      1      1      1      1      0      1
550      0      0      1      1      1      1      1      1      1      1
551      0      0      1      1      1      1      1      1      1      1
552      0      0      1      1      1      1      1      1      1      1
553      0      0      1      1      1      1      1      1      1      1
554      0      0      1      1      1      1      1      1      1      1
555      0      0      1      1      1      1      1      1      1      1
556      0      0      1      1      1      1      1      1      1      1
557      0      0      1      1      1      1      1      1      1      1
558      0      0      1      1      1      1      1      1      1      1
559      0      0      1      1      1      1      1      1      1      1
560      0      0      1      1      1      1      1      1      1      1
561      0      0      1      1      1      1      1      1      0      1
562      0      0      1      1      1      1      1      1      1      1
563      0      0      1      1      1      1      1      1      1      1
564      0      0      1      1      1      1      1      1      1      1
565      0      0      1      1      1      1      1      1      1      0
566      1      1      0      0      0      0      0      0      0      0
567      1      0      0      0      0      0      0      0      0      0
568      1      1      0      0      0      0      0      0      0      0
569      1      0      0      0      0      0      0      0      0      0
570      0      1      0      0      0      0      0      0      0      0
571      0      0      0      0      0      0      0      0      0      0
572      0      1      0      0      0      0      0      0      0      0
573      0      0      0      0      0      0      0      0      0      0
574      1      1      0      0      0      0      0      0      0      0
575      0      1      0      0      0      0      0      0      0      0
576      1      1      0      0      0      0      0      0      0      0
577      1      0      0      0      0      0      0      0      0      0
578      0      1      0      0      0      0      0      0      0      0
579      0      0      0      0      0      0      0      0      0      0
580      1      1      0      0      0      0      0      0      0      0
581      1      0      0      0      0      0      0      0      0      0
582      1      1      0      0      0      0      0      0      0      0
583      1      0      1      1      1      1      1      1      1      1
584      1      0      0      0      0      0      0      0      0      0
585      0      0      1      1      1      1      1      1      1      1
586      0      0      0      0      0      0      0      0      0      0
587      1      1      0      0      0      0      0      0      0      0
588      1      0      0      0      0      0      0      0      0      0
589      0      1      0      0      0      0      0      0      0      0
590      1      1      1      1      1      1      1      1      1      1
591      1      1      0      0      0      0      0      0      0      0
592      1      0      0      0      0      0      0      0      0      0
593      0      1      0      0      0      0      0      0      0      0
594      0      0      0      0      0      0      0      0      0      0
595      0      1      0      0      0      0      0      0      0      0
596      0      0      0      0      0      0      0      0      0      0
597      0      1      0      0      0      0      0      0      0      0
598      0      0      0      0      0      0      0      0      0      0
599      0      0      0      0      0      0      0      0      0      0
600      0      1      0      0      0      0      0      0      0      0
601      0      0      0      0      0      0      0      0      0      0
602      1      1      0      0      0      0      0      0      0      0
603      1      0      0      0      0      0      0      0      0      0
604      1      1      0      0      0      0      0      0      0      0
605      1      0      0      0      0      0      0      0      0      0
606      0      1      0      0      0      0      0      0      0      0
607      0      0      0      0      0      0      0      0      0      0
608      0      1      0      0      0      0      0      0      0      0
609      0      0      0      0      0      0      0      0      0      0
610      0      1      0      0      0      0      0      0      0      0
611      0      0      0      0      0      0      0      0      0      0
612      1      1      0      0      0      0      0      0      0      0
613      1      0      0      0      0      0      0      0      0      0
614      0      1      0      0      0      0      0      0      0      0
615      0      0      0      0      0      0      0      0      0      0
616      0      0      0      0      0      0      0      0      0      0
617      0      0      0      0      0      0      0      0      0      0
618      0      0      0      0      0      0      0      0      0      0
619      1      0      0      0      0      0      0      0      0      0
620      1      0      0      0      0      0      0      0      0      0
621      1      0      0      0      0      0      0      0      0      0
622      1      0      0      0      0      0      0      0      0      0
623      1      0      0      0      0      0      0      0      0      0
624      1      0      0      0      0      0      0      0      0      0
625      0      0      0      0      0      0      0      0      0      0
626      1      0      0      0      0      0      0      0      0      0
627      0      0      0      0      0      0      0      0      0      0
628      0      1      0      0      0      0      0      0      0      0
629      0      0      0      0      0      0      0      0      0      0
630      0      1      0      0      0      0      0      0      0      0
631      0      0      0      0      0      0      0      0      0      0
632      0      0      0      0      0      0      0      0      0      0
633      0      0      0      0      0      0      0      0      0      0
634      1      0      0      0      0      0      0      0      0      0
635      0      0      0      0      0      0      0      0      0      0
636      0      0      0      0      0      0      0      0      0      0
637      0      0      0      0      0      0      0      0      0      0
638      0      0      0      0      0      0      0      0      0      0
639      0      0      0      0      0      0      0      0      0      0
640 153335 190152 275909 275909 275909 275922 275926 275926 275930 275969
     id_24 na_cnt_in_pattern
1        1                 0
2        0                 1
3        1                 1
4        0                 2
5        1                 2
6        0                 3
7        0                 2
8        0                 9
9        1                 1
10       0                 2
11       1                 2
12       0                 4
13       0                10
14       1                 2
15       0                 3
16       0                11
17       1                 3
18       0                 4
19       1                 4
20       0                12
21       1                 2
22       0                11
23       1                 3
24       0                 4
25       0                12
26       1                 4
27       0                13
28       1                 5
29       0                14
30       0                11
31       1                 4
32       0                 5
33       0                13
34       1                 6
35       0                12
36       0                13
37       1                 5
38       0                 6
39       1                 6
40       0                 7
41       1                 7
42       0                 7
43       0                14
44       1                 6
45       0                 7
46       1                 7
47       0                15
48       1                 5
49       0                15
50       1                 7
51       0                 8
52       0                16
53       1                 8
54       0                17
55       0                15
56       1                 9
57       0                18
58       1                10
59       1                 1
60       0                 2
61       0                10
62       1                 2
63       0                 3
64       0                11
65       1                 3
66       0                12
67       1                 4
68       0                13
69       0                 4
70       0                12
71       0                14
72       0                15
73       1                 5
74       0                 6
75       0                14
76       1                 6
77       0                 7
78       0                15
79       1                 7
80       0                 8
81       0                16
82       1                 8
83       0                 9
84       0                17
85       1                 6
86       0                 7
87       0                15
88       1                 7
89       0                 8
90       0                16
91       1                 8
92       0                17
93       0                18
94       1                10
95       0                11
96       0                19
97       1                11
98       0                12
99       0                14
100      0                20
101      1                 5
102      0                14
103      1                 6
104      0                15
105      1                 7
106      0                16
107      0                17
108      0                18
109      1                10
110      0                19
111      1                11
112      0                20
113      1                 6
114      0                 7
115      0                15
116      1                 7
117      0                 8
118      0                16
119      1                 8
120      0                17
121      1                 9
122      0                10
123      0                18
124      0                18
125      0                19
126      1                11
127      0                12
128      0                20
129      1                12
130      0                13
131      0                21
132      1                 1
133      0                 2
134      1                 2
135      0                10
136      1                 2
137      0                 3
138      1                 3
139      0                11
140      1                 3
141      0                12
142      0                 5
143      0                13
144      1                 3
145      0                12
146      0                13
147      0                15
148      0                11
149      0                12
150      0                13
151      0                14
152      1                 5
153      0                14
154      0                15
155      1                 6
156      0                15
157      1                 7
158      0                16
159      1                 8
160      0                17
161      0                18
162      1                 7
163      0                16
164      0                17
165      0                19
166      0                11
167      1                 6
168      0                 7
169      0                15
170      1                 7
171      0                 8
172      0                16
173      0                17
174      0                18
175      0                17
176      1                11
177      0                14
178      0                20
179      0                13
180      0                15
181      0                21
182      1                 6
183      0                15
184      1                 7
185      0                16
186      0                17
187      0                18
188      1                11
189      0                20
190      0                21
191      1                 7
192      0                 8
193      0                16
194      1                 8
195      0                 9
196      0                17
197      0                18
198      0                19
199      1                12
200      0                21
201      1                13
202      0                14
203      0                22
204      1                 3
205      0                 4
206      0                 5
207      0                12
208      1                 4
209      0                 5
210      0                13
211      0                14
212      0                15
213      1                 6
214      0                 7
215      0                15
216      1                 7
217      0                16
218      1                 8
219      0                17
220      0                18
221      1                 4
222      0                14
223      1                 7
224      0                16
225      0                17
226      0                12
227      0                20
228      0                17
229      0                18
230      0                20
231      1                12
232      0                21
233      0                18
234      0                19
235      1                12
236      0                21
237      1                14
238      0                22
239      0                14
240      0                16
241      0                17
242      0                18
243      0                19
244      0                13
245      0                21
246      0                22
247      0                19
248      0                20
249      0                22
250      0                23
251      0                10
252      0                11
253      0                12
254      0                13
255      0                12
256      0                13
257      0                14
258      0                15
259      0                11
260      0                14
261      0                15
262      0                16
263      0                13
264      0                14
265      0                15
266      0                16
267      0                15
268      0                16
269      0                17
270      0                18
271      0                19
272      0                20
273      0                11
274      0                12
275      0                13
276      0                14
277      0                13
278      0                14
279      0                15
280      0                15
281      0                16
282      0                17
283      0                18
284      0                16
285      0                17
286      0                18
287      0                19
288      0                20
289      0                21
290      0                15
291      0                16
292      0                20
293      0                21
294      0                16
295      0                17
296      0                19
297      0                21
298      0                22
299      0                11
300      0                12
301      0                13
302      0                14
303      0                13
304      0                14
305      0                16
306      0                13
307      0                15
308      0                16
309      0                17
310      0                18
311      0                16
312      0                17
313      0                18
314      0                19
315      0                17
316      0                20
317      0                12
318      0                13
319      0                15
320      0                16
321      0                17
322      0                19
323      0                18
324      0                21
325      0                22
326      0                16
327      0                17
328      0                18
329      0                19
330      0                21
331      0                22
332      0                17
333      0                18
334      0                19
335      0                20
336      0                22
337      0                23
338      1                 3
339      0                 4
340      0                 6
341      0                12
342      1                 5
343      0                14
344      1                 5
345      0                14
346      0                16
347      0                16
348      1                 8
349      0                 9
350      0                11
351      0                17
352      1                10
353      0                19
354      0                13
355      1                 6
356      0                17
357      0                19
358      0                17
359      1                 9
360      0                10
361      0                18
362      1                13
363      0                22
364      0                17
365      0                22
366      1                 9
367      0                10
368      0                18
369      0                20
370      1                14
371      0                15
372      0                23
373      1                 5
374      0                13
375      0                15
376      0                18
377      0                10
378      0                12
379      0                18
380      0                23
381      0                23
382      0                19
383      0                21
384      0                22
385      0                24
386      0                17
387      1                 9
388      0                10
389      0                18
390      0                20
391      0                19
392      0                24
393      0                24
394      0                24
395      0                25
396      0                13
397      0                15
398      0                15
399      0                17
400      0                17
401      0                18
402      0                19
403      0                20
404      0                22
405      0                18
406      0                23
407      0                19
408      0                24
409      0                14
410      0                16
411      0                19
412      0                24
413      0                25
414      1                 2
415      0                10
416      1                 2
417      0                11
418      0                12
419      1                 4
420      0                13
421      1                 7
422      0                15
423      1                 7
424      0                16
425      0                16
426      1                 9
427      0                16
428      0                17
429      0                18
430      0                19
431      0                21
432      0                22
433      0                16
434      0                17
435      0                18
436      0                19
437      0                22
438      0                23
439      0                22
440      0                20
441      0                23
442      0                24
443      0                11
444      0                12
445      0                16
446      1                 4
447      0                13
448      1                 6
449      1                 2
450      0                10
451      0                11
452      0                12
453      0                12
454      1                 7
455      0                15
456      0                 9
457      0                16
458      0                17
459      1                 8
460      0                20
461      0                16
462      1                 8
463      0                16
464      0                17
465      0                18
466      0                19
467      0                21
468      0                22
469      0                18
470      0                22
471      0                23
472      0                19
473      0                23
474      0                24
475      0                12
476      0                16
477      0                18
478      0                25
479      0                11
480      0                12
481      0                14
482      0                16
483      0                17
484      0                17
485      0                18
486      1                 4
487      1                 5
488      1                 6
489      1                 9
490      1                 5
491      1                 6
492      0                 7
493      1                 7
494      0                 9
495      1                 8
496      0                 9
497      0                11
498      1                 8
499      1                10
500      1                10
501      1                12
502      1                11
503      0                12
504      1                12
505      1                12
506      0                14
507      0                13
508      1                13
509      1                15
510      1                 7
511      0                 8
512      1                 9
513      0                10
514      1                 9
515      1                11
516      1                11
517      0                12
518      1                13
519      0                14
520      1                12
521      1                14
522      1                16
523      0                17
524      1                11
525      1                13
526      1                16
527      1                12
528      0                13
529      1                13
530      1                14
531      0                15
532      1                17
533      0                18
534      1                 7
535      1                 9
536      1                12
537      1                 8
538      1                12
539      0                13
540      0                18
541      0                18
542      1                13
543      0                14
544      1                14
545      0                16
546      1                18
547      0                19
548      1                19
549      1                19
550      1                 9
551      1                12
552      1                14
553      1                10
554      1                13
555      0                18
556      1                17
557      1                15
558      0                16
559      1                18
560      0                19
561      1                19
562      0                17
563      1                19
564      0                20
565      1                20
566      0                10
567      0                11
568      0                12
569      0                13
570      0                15
571      0                16
572      0                17
573      0                18
574      0                11
575      0                20
576      0                16
577      0                17
578      0                21
579      0                22
580      0                11
581      0                12
582      0                16
583      1                 8
584      0                17
585      1                13
586      0                22
587      0                16
588      0                17
589      0                21
590      1                 8
591      0                17
592      0                18
593      0                19
594      0                20
595      0                22
596      0                23
597      0                16
598      0                19
599      0                23
600      0                23
601      0                24
602      0                11
603      0                12
604      0                13
605      0                14
606      0                16
607      0                17
608      0                18
609      0                19
610      0                22
611      0                23
612      0                12
613      0                15
614      0                17
615      0                18
616      0                24
617      0                19
618      0                19
619      0                16
620      0                18
621      0                17
622      0                18
623      0                22
624      0                22
625      0                27
626      0                23
627      0                29
628      0                24
629      0                25
630      0                25
631      0                26
632      0                30
633      0                31
634      0                18
635      0                29
636      0                29
637      0                30
638      0                31
639      0                37
640 276653           4471765
  • 각 행은 변수들 간 NA를 어떻게 가지고 있는지 패턴을 보여줌
  • 맨 앞 pattern_cnt 변수 : 해당 패턴(행)이 전체 데이터에 몇 번 나타나는지
  • 맨 뒤 na_cnt_in_pattern 변수 : 해당 패턴(행)에서 NA를 가진 변수 개수
  • 그 외 변수 : 0이면 NA, 1이면 NA 아님


가장 많은 NA를 포함한 패턴부터 보면

tmp <- na_pattern
tmp <- tmp[-NROW(tmp),] %>% arrange(desc(na_cnt_in_pattern),desc(pattern_cnt))
(tmp <- rbind(na_pattern[NROW(na_pattern),],tmp))
    pattern_cnt DeviceType id_15 id_35 id_36 id_37 id_38 id_02 id_11 id_28
640          NA          0  8178  8178  8178  8178  8178  8292  8384  8384
1          8178          1     0     0     0     0     0     0     0     0
2            15          1     1     1     1     1     1     1     0     0
3             1          1     1     1     1     1     1     0     0     0
4            19          1     1     1     1     1     1     1     0     0
5             1          1     1     1     1     1     1     0     1     1
6           110          1     1     1     1     1     1     0     1     1
7             6          1     1     1     1     1     1     1     1     1
8             1          1     1     1     1     1     1     0     1     1
9             1          1     1     1     1     1     1     1     1     1
10           18          1     1     1     1     1     1     1     0     0
11          273          1     1     1     1     1     1     1     1     1
12           70          1     1     1     1     1     1     1     0     0
13           22          1     1     1     1     1     1     1     0     0
14            2          1     1     1     1     1     1     1     1     1
15            1          1     1     1     1     1     1     1     1     1
16          126          1     1     1     1     1     1     1     1     1
17           61          1     1     1     1     1     1     1     0     0
18           28          1     1     1     1     1     1     1     1     1
19           19          1     1     1     1     1     1     1     1     1
20           14          1     1     1     1     1     1     1     1     1
21            9          1     1     1     1     1     1     1     1     1
22            7          1     1     1     1     1     1     1     1     1
23            4          1     1     1     1     1     1     1     1     1
24            3          1     1     1     1     1     1     1     1     1
25            1          1     1     1     1     1     1     1     1     1
26            1          1     1     1     1     1     1     1     1     1
27        10360          1     1     1     1     1     1     1     1     1
28          521          1     1     1     1     1     1     1     1     1
29          109          1     1     1     1     1     1     1     1     1
30           35          1     1     1     1     1     1     1     1     1
31           13          1     1     1     1     1     1     1     1     1
32           10          1     1     1     1     1     1     1     1     1
33            8          1     1     1     1     1     1     1     1     1
34            7          1     1     1     1     1     1     1     1     1
35            4          1     1     1     1     1     1     1     1     1
36            3          1     1     1     1     1     1     1     1     1
37            2          1     1     1     1     1     1     1     1     1
38            2          1     1     1     1     1     1     1     1     1
39            1          1     1     1     1     1     1     1     1     1
40            1          1     1     1     1     1     1     1     1     1
41            1          1     1     1     1     1     1     1     1     1
42         6863          1     1     1     1     1     1     1     1     1
43         5760          1     1     1     1     1     1     1     1     1
44         1026          1     1     1     1     1     1     1     1     1
45          819          1     1     1     1     1     1     1     1     1
46          167          1     1     1     1     1     1     1     1     1
47          156          1     1     1     1     1     1     1     1     1
48           80          1     1     1     1     1     1     1     1     1
49           29          1     1     1     1     1     1     1     1     1
50           28          1     1     1     1     1     1     1     1     1
51           26          1     1     1     1     1     1     1     1     1
52           22          1     1     1     1     1     1     1     1     1
53           10          1     1     1     1     1     1     1     1     1
54            8          1     1     1     1     1     1     1     1     1
55            6          1     1     1     1     1     1     1     1     1
56            5          1     1     1     1     1     1     1     1     1
57            5          1     1     1     1     1     1     1     1     1
58            3          1     1     1     1     1     1     1     1     1
59            2          1     1     1     1     1     1     1     1     1
60            1          1     1     1     1     1     1     1     1     1
61            1          1     1     1     1     1     1     1     1     1
62            1          1     1     1     1     1     1     1     1     1
63            1          1     1     1     1     1     1     1     1     1
64            1          1     1     1     1     1     1     1     1     1
65        23088          1     1     1     1     1     1     1     1     1
66         1319          1     1     1     1     1     1     1     1     1
67          441          1     1     1     1     1     1     1     1     1
68          407          1     1     1     1     1     1     1     1     1
69          311          1     1     1     1     1     1     1     1     1
70          254          1     1     1     1     1     1     1     1     1
71          137          1     1     1     1     1     1     1     1     1
72           94          1     1     1     1     1     1     1     1     1
73           40          1     1     1     1     1     1     1     1     1
74           40          1     1     1     1     1     1     1     1     1
75           30          1     1     1     1     1     1     1     1     1
76            9          1     1     1     1     1     1     1     1     1
77            8          1     1     1     1     1     1     1     1     1
78            3          1     1     1     1     1     1     1     1     1
79            2          1     1     1     1     1     1     1     1     1
80            1          1     1     1     1     1     1     1     1     1
81            1          1     1     1     1     1     1     1     1     1
82         9416          1     1     1     1     1     1     1     1     1
83          833          1     1     1     1     1     1     1     1     1
84          491          1     1     1     1     1     1     1     1     1
85          159          1     1     1     1     1     1     1     1     1
86          137          1     1     1     1     1     1     1     1     1
87           53          1     1     1     1     1     1     1     1     1
88           19          1     1     1     1     1     1     1     1     1
89           16          1     1     1     1     1     1     1     1     1
90           15          1     1     1     1     1     1     1     1     1
91           13          1     1     1     1     1     1     1     1     1
92           12          1     1     1     1     1     1     1     1     1
93           11          1     1     1     1     1     1     1     1     1
94            9          1     1     1     1     1     1     1     1     1
95            5          1     1     1     1     1     1     1     1     1
96            3          1     1     1     1     1     1     1     1     1
97            3          1     1     1     1     1     1     1     1     1
98            2          1     1     1     1     1     1     1     1     1
99            1          1     1     1     1     1     1     1     1     1
100           1          1     1     1     1     1     1     1     1     1
101           1          1     1     1     1     1     1     1     1     1
102           1          1     1     1     1     1     1     1     1     1
103           1          1     1     1     1     1     1     1     1     1
104         517          1     1     1     1     1     1     1     1     1
105         258          1     1     1     1     1     1     1     1     1
106         201          1     1     1     1     1     1     1     1     1
107         142          1     1     1     1     1     1     1     1     1
108          87          1     1     1     1     1     1     1     1     1
109          70          1     1     1     1     1     1     1     1     1
110          66          1     1     1     1     1     1     1     1     1
111          38          1     1     1     1     1     1     1     1     1
112          12          1     1     1     1     1     1     1     1     1
113          10          1     1     1     1     1     1     1     1     1
114          10          1     1     1     1     1     1     1     1     1
115           9          1     1     1     1     1     1     1     1     1
116           9          1     1     1     1     1     1     1     1     1
117           8          1     1     1     1     1     1     1     1     1
118           7          1     1     1     1     1     1     1     1     1
119           4          1     1     1     1     1     1     1     1     1
120           4          1     1     1     1     1     1     1     1     1
121           3          1     1     1     1     1     1     1     1     1
122           3          1     1     1     1     1     1     1     1     1
123           3          1     1     1     1     1     1     1     1     1
124           2          1     1     1     1     1     1     1     1     1
125           2          1     1     1     1     1     1     1     1     1
126           2          1     1     1     1     1     1     1     1     1
127           2          1     1     1     1     1     1     1     1     1
128           2          1     1     1     1     1     1     1     1     1
129           2          1     1     1     1     1     1     1     1     1
130           1          1     1     1     1     1     1     1     1     1
131           1          1     1     1     1     1     1     1     1     1
132           1          1     1     1     1     1     1     1     1     1
133           1          1     1     1     1     1     1     1     1     1
134           1          1     1     1     1     1     1     1     1     1
135           1          1     1     1     1     1     1     1     1     1
136           1          1     1     1     1     1     1     1     1     1
137           1          1     1     1     1     1     1     1     1     1
138           1          1     1     1     1     1     1     1     1     1
139           1          1     1     1     1     1     1     1     1     1
140           1          1     1     1     1     1     1     1     1     1
141        1847          1     1     1     1     1     1     1     1     1
142         499          1     1     1     1     1     1     1     1     1
143         297          1     1     1     1     1     1     1     1     1
144         252          1     1     1     1     1     1     1     1     1
145         222          1     1     1     1     1     1     1     1     1
146         155          1     1     1     1     1     1     1     1     1
147          96          1     1     1     1     1     1     1     1     1
148          24          1     1     1     1     1     1     1     1     1
149          23          1     1     1     1     1     1     1     1     1
150          19          1     1     1     1     1     1     1     1     1
151          18          1     1     1     1     1     1     1     1     1
152          17          1     1     1     1     1     1     1     1     1
153          15          1     1     1     1     1     1     1     1     1
154          15          1     1     1     1     1     1     1     1     1
155          12          1     1     1     1     1     1     1     1     1
156          12          1     1     1     1     1     1     1     1     1
157           8          1     1     1     1     1     1     1     1     1
158           7          1     1     1     1     1     1     1     1     1
159           6          1     1     1     1     1     1     1     1     1
160           5          1     1     1     1     1     1     1     1     1
161           5          1     1     1     1     1     1     1     1     1
162           5          1     1     1     1     1     1     1     1     1
163           4          1     1     1     1     1     1     1     1     1
164           4          1     1     1     1     1     1     1     1     1
165           3          1     1     1     1     1     1     1     1     1
166           3          1     1     1     1     1     1     1     1     1
167           2          1     1     1     1     1     1     1     1     1
168           2          1     1     1     1     1     1     1     1     1
169           2          1     1     1     1     1     1     1     1     1
170           2          1     1     1     1     1     1     1     1     1
171           2          1     1     1     1     1     1     1     1     1
172           2          1     1     1     1     1     1     1     1     1
173           2          1     1     1     1     1     1     1     1     1
174           2          1     1     1     1     1     1     1     1     1
175           1          1     1     1     1     1     1     1     1     1
176           1          1     1     1     1     1     1     1     1     1
177           1          1     1     1     1     1     1     1     1     1
178           1          1     1     1     1     1     1     1     1     1
179           1          1     1     1     1     1     1     1     1     1
180           1          1     1     1     1     1     1     1     1     1
181           1          1     1     1     1     1     1     1     1     1
182           1          1     1     1     1     1     1     1     1     1
183           1          1     1     1     1     1     1     1     1     1
184           1          1     1     1     1     1     1     1     1     1
185           1          1     1     1     1     1     1     1     1     1
186           1          1     1     1     1     1     1     1     1     1
187           1          1     1     1     1     1     1     0     1     1
188        8365          1     1     1     1     1     1     1     1     1
189        1401          1     1     1     1     1     1     1     1     1
190         719          1     1     1     1     1     1     1     1     1
191         627          1     1     1     1     1     1     1     1     1
192         321          1     1     1     1     1     1     1     1     1
193         246          1     1     1     1     1     1     1     1     1
194         125          1     1     1     1     1     1     1     1     1
195          96          1     1     1     1     1     1     1     1     1
196          68          1     1     1     1     1     1     1     1     1
197          55          1     1     1     1     1     1     1     1     1
198          53          1     1     1     1     1     1     1     1     1
199          31          1     1     1     1     1     1     1     1     1
200          28          1     1     1     1     1     1     1     1     1
201          19          1     1     1     1     1     1     1     1     1
202          18          1     1     1     1     1     1     1     1     1
203          17          1     1     1     1     1     1     1     1     1
204          16          1     1     1     1     1     1     1     1     1
205          16          1     1     1     1     1     1     1     1     1
206          14          1     1     1     1     1     1     1     1     1
207          12          1     1     1     1     1     1     1     1     1
208          10          1     1     1     1     1     1     1     1     1
209           9          1     1     1     1     1     1     1     1     1
210           9          1     1     1     1     1     1     1     1     1
211           8          1     1     1     1     1     1     1     1     1
212           6          1     1     1     1     1     1     1     1     1
213           6          1     1     1     1     1     1     1     1     1
214           5          1     1     1     1     1     1     1     1     1
215           5          1     1     1     1     1     1     1     1     1
216           5          1     1     1     1     1     1     1     1     1
217           5          1     1     1     1     1     1     1     1     1
218           4          1     1     1     1     1     1     1     1     1
219           4          1     1     1     1     1     1     1     1     1
220           3          1     1     1     1     1     1     1     1     1
221           3          1     1     1     1     1     1     1     1     1
222           3          1     1     1     1     1     1     1     1     1
223           2          1     1     1     1     1     1     1     1     1
224           2          1     1     1     1     1     1     1     1     1
225           2          1     1     1     1     1     1     1     1     1
226           2          1     1     1     1     1     1     1     1     1
227           2          1     1     1     1     1     1     1     1     1
228           1          1     1     1     1     1     1     1     1     1
229           1          1     1     1     1     1     1     1     1     1
230           1          1     1     1     1     1     1     1     1     1
231           1          1     1     1     1     1     1     1     1     1
232           1          1     1     1     1     1     1     1     1     1
233           1          1     1     1     1     1     1     1     1     1
234           1          1     1     1     1     1     1     1     1     1
235           1          1     1     1     1     1     1     1     1     1
236           1          1     1     1     1     1     1     1     1     1
237           1          1     1     1     1     1     1     1     1     1
238       32740          1     1     1     1     1     1     1     1     1
239        5065          1     1     1     1     1     1     1     1     1
240        1730          1     1     1     1     1     1     1     1     1
241         517          1     1     1     1     1     1     1     1     1
242         443          1     1     1     1     1     1     1     1     1
243         339          1     1     1     1     1     1     1     1     1
244         188          1     1     1     1     1     1     1     1     1
245         177          1     1     1     1     1     1     1     1     1
246         134          1     1     1     1     1     1     1     1     1
247         123          1     1     1     1     1     1     1     1     1
248         122          1     1     1     1     1     1     1     1     1
249          88          1     1     1     1     1     1     1     1     1
250          84          1     1     1     1     1     1     1     1     1
251          74          1     1     1     1     1     1     1     1     1
252          62          1     1     1     1     1     1     1     1     1
253          44          1     1     1     1     1     1     1     1     1
254          28          1     1     1     1     1     1     1     1     1
255          28          1     1     1     1     1     1     1     1     1
256          27          1     1     1     1     1     1     1     1     1
257          26          1     1     1     1     1     1     1     1     1
258          18          1     1     1     1     1     1     1     1     1
259          14          1     1     1     1     1     1     1     1     1
260          13          1     1     1     1     1     1     1     1     1
261          12          1     1     1     1     1     1     1     1     1
262          11          1     1     1     1     1     1     1     1     1
263           8          1     1     1     1     1     1     1     1     1
264           7          1     1     1     1     1     1     1     1     1
265           6          1     1     1     1     1     1     1     1     1
266           6          1     1     1     1     1     1     1     1     1
267           5          1     1     1     1     1     1     1     1     1
268           4          1     1     1     1     1     1     1     1     1
269           4          1     1     1     1     1     1     1     1     1
270           4          1     1     1     1     1     1     1     1     1
271           3          1     1     1     1     1     1     1     1     1
272           2          1     1     1     1     1     1     1     1     1
273           2          1     1     1     1     1     1     1     1     1
274           2          1     1     1     1     1     1     1     1     1
275           2          1     1     1     1     1     1     1     1     1
276           2          1     1     1     1     1     1     1     1     1
277           2          1     1     1     1     1     1     1     1     1
278           1          1     1     1     1     1     1     1     1     1
279           1          1     1     1     1     1     1     1     1     1
280           1          1     1     1     1     1     1     1     1     1
281           1          1     1     1     1     1     1     1     1     1
282           1          1     1     1     1     1     1     1     1     1
283           1          1     1     1     1     1     1     1     1     1
284           1          1     1     1     1     1     1     1     1     1
285           1          1     1     1     1     1     1     1     1     1
286           1          1     1     1     1     1     1     1     1     1
287       29610          1     1     1     1     1     1     1     1     1
288       13200          1     1     1     1     1     1     1     1     1
289        2841          1     1     1     1     1     1     1     1     1
290         682          1     1     1     1     1     1     1     1     1
291         277          1     1     1     1     1     1     1     1     1
292         244          1     1     1     1     1     1     1     1     1
293          96          1     1     1     1     1     1     1     1     1
294          95          1     1     1     1     1     1     1     1     1
295          92          1     1     1     1     1     1     1     1     1
296          91          1     1     1     1     1     1     1     1     1
297          33          1     1     1     1     1     1     1     1     1
298          31          1     1     1     1     1     1     1     1     1
299          28          1     1     1     1     1     1     1     1     1
300          20          1     1     1     1     1     1     1     1     1
301          15          1     1     1     1     1     1     1     1     1
302          11          1     1     1     1     1     1     1     1     1
303           9          1     1     1     1     1     1     1     1     1
304           9          1     1     1     1     1     1     1     1     1
305           5          1     1     1     1     1     1     1     1     1
306           5          1     1     1     1     1     1     1     1     1
307           5          1     1     1     1     1     1     1     1     1
308           4          1     1     1     1     1     1     1     1     1
309           3          1     1     1     1     1     1     1     1     1
310           3          1     1     1     1     1     1     1     1     1
311           2          1     1     1     1     1     1     1     1     1
312           2          1     1     1     1     1     1     1     1     1
313           1          1     1     1     1     1     1     1     1     1
314           1          1     1     1     1     1     1     1     1     1
315           1          1     1     1     1     1     1     1     1     1
316           1          1     1     1     1     1     1     1     1     1
317           1          1     1     1     1     1     1     1     1     1
318           1          1     1     1     1     1     1     1     1     1
319           1          1     1     1     1     1     1     1     1     1
320           1          1     1     1     1     1     1     1     1     1
321           1          1     1     1     1     1     1     1     1     1
322           1          1     1     1     1     1     1     1     1     1
323       18075          1     1     1     1     1     1     1     1     1
324         230          1     1     1     1     1     1     1     1     1
325         171          1     1     1     1     1     1     1     1     1
326          98          1     1     1     1     1     1     1     1     1
327          57          1     1     1     1     1     1     1     1     1
328          21          1     1     1     1     1     1     1     1     1
329          18          1     1     1     1     1     1     1     1     1
330          16          1     1     1     1     1     1     1     1     1
331          15          1     1     1     1     1     1     1     1     1
332          14          1     1     1     1     1     1     1     1     1
333          14          1     1     1     1     1     1     1     1     1
334          12          1     1     1     1     1     1     1     1     1
335          11          1     1     1     1     1     1     1     1     1
336           6          1     1     1     1     1     1     1     1     1
337           5          1     1     1     1     1     1     1     1     1
338           5          1     1     1     1     1     1     1     1     1
339           4          1     1     1     1     1     1     1     1     1
340           3          1     1     1     1     1     1     1     1     1
341           3          1     1     1     1     1     1     1     1     1
342           3          1     1     1     1     1     1     1     1     1
343           3          1     1     1     1     1     1     1     1     1
344           3          1     1     1     1     1     1     1     1     1
345           2          1     1     1     1     1     1     1     1     1
346           2          1     1     1     1     1     1     1     1     1
347           2          1     1     1     1     1     1     1     1     1
348           1          1     1     1     1     1     1     1     1     1
349           1          1     1     1     1     1     1     1     1     1
350           1          1     1     1     1     1     1     1     1     1
351           1          1     1     1     1     1     1     1     1     1
352           1          1     1     1     1     1     1     1     1     1
353           1          1     1     1     1     1     1     1     1     1
354           1          1     1     1     1     1     1     1     1     1
355           1          1     1     1     1     1     1     1     1     1
356           1          1     1     1     1     1     1     1     1     1
357         591          1     1     1     1     1     1     1     1     1
358         397          1     1     1     1     1     1     1     1     1
359         212          1     1     1     1     1     1     1     1     1
360         102          1     1     1     1     1     1     1     1     1
361         100          1     1     1     1     1     1     1     1     1
362          74          1     1     1     1     1     1     1     1     1
363          41          1     1     1     1     1     1     1     1     1
364          36          1     1     1     1     1     1     1     1     1
365          35          1     1     1     1     1     1     1     1     1
366          18          1     1     1     1     1     1     1     1     1
367          16          1     1     1     1     1     1     1     1     1
368          16          1     1     1     1     1     1     1     1     1
369          15          1     1     1     1     1     1     1     1     1
370          15          1     1     1     1     1     1     1     1     1
371          13          1     1     1     1     1     1     1     1     1
372           9          1     1     1     1     1     1     1     1     1
373           7          1     1     1     1     1     1     1     1     1
374           5          1     1     1     1     1     1     1     1     1
375           5          1     1     1     1     1     1     1     1     1
376           5          1     1     1     1     1     1     1     1     1
377           3          1     1     1     1     1     1     1     1     1
378           3          1     1     1     1     1     1     1     1     1
379           2          1     1     1     1     1     1     1     1     1
380           2          1     1     1     1     1     1     1     1     1
381           2          1     1     1     1     1     1     1     1     1
382           2          1     1     1     1     1     1     1     1     1
383           2          1     1     1     1     1     1     1     1     1
384           1          1     1     1     1     1     1     1     1     1
385           1          1     1     1     1     1     1     1     1     1
386           1          1     1     1     1     1     1     1     1     1
387           1          1     1     1     1     1     1     1     1     1
388           1          1     1     1     1     1     1     1     1     1
389           1          1     1     1     1     1     1     1     1     1
390           1          1     1     1     1     1     1     1     1     1
391           1          1     1     1     1     1     1     1     1     1
392           1          1     1     1     1     1     1     1     1     1
393           1          1     1     1     1     1     1     1     1     1
394           1          1     1     1     1     1     1     1     1     1
395           1          1     1     1     1     1     1     1     1     1
396        4715          1     1     1     1     1     1     1     1     1
397        1005          1     1     1     1     1     1     1     1     1
398         847          1     1     1     1     1     1     1     1     1
399         423          1     1     1     1     1     1     1     1     1
400         300          1     1     1     1     1     1     1     1     1
401         260          1     1     1     1     1     1     1     1     1
402         158          1     1     1     1     1     1     1     1     1
403         157          1     1     1     1     1     1     1     1     1
404          49          1     1     1     1     1     1     1     1     1
405          38          1     1     1     1     1     1     1     1     1
406          29          1     1     1     1     1     1     1     1     1
407          22          1     1     1     1     1     1     1     1     1
408          19          1     1     1     1     1     1     1     1     1
409          12          1     1     1     1     1     1     1     1     1
410          11          1     1     1     1     1     1     1     1     1
411          11          1     1     1     1     1     1     1     1     1
412          10          1     1     1     1     1     1     1     1     1
413           9          1     1     1     1     1     1     1     1     1
414           8          1     1     1     1     1     1     1     1     1
415           7          1     1     1     1     1     1     1     1     1
416           6          1     1     1     1     1     1     1     1     1
417           5          1     1     1     1     1     1     1     1     1
418           5          1     1     1     1     1     1     1     1     1
419           5          1     1     1     1     1     1     1     1     1
420           4          1     1     1     1     1     1     1     1     1
421           4          1     1     1     1     1     1     1     1     1
422           4          1     1     1     1     1     1     1     1     1
423           3          1     1     1     1     1     1     1     1     1
424           3          1     1     1     1     1     1     1     1     1
425           3          1     1     1     1     1     1     1     1     1
426           2          1     1     1     1     1     1     1     1     1
427           2          1     1     1     1     1     1     1     1     1
428           2          1     1     1     1     1     1     1     1     1
429           2          1     1     1     1     1     1     1     1     1
430           1          1     1     1     1     1     1     1     1     1
431           1          1     1     1     1     1     1     1     1     1
432           1          1     1     1     1     1     1     1     1     1
433           1          1     1     1     1     1     1     1     1     1
434           1          1     1     1     1     1     1     1     1     1
435           1          1     1     1     1     1     1     1     1     1
436           1          1     1     1     1     1     1     1     1     1
437           1          1     1     1     1     1     1     1     1     1
438           1          1     1     1     1     1     1     1     1     1
439        8343          1     1     1     1     1     1     1     1     1
440        3913          1     1     1     1     1     1     1     1     1
441         877          1     1     1     1     1     1     1     1     1
442         541          1     1     1     1     1     1     1     1     1
443         301          1     1     1     1     1     1     1     1     1
444         259          1     1     1     1     1     1     1     1     1
445         124          1     1     1     1     1     1     1     1     1
446          49          1     1     1     1     1     1     1     1     1
447          25          1     1     1     1     1     1     1     1     1
448          19          1     1     1     1     1     1     1     1     1
449          17          1     1     1     1     1     1     1     1     1
450          13          1     1     1     1     1     1     1     1     1
451          12          1     1     1     1     1     1     1     1     1
452           7          1     1     1     1     1     1     1     1     1
453           7          1     1     1     1     1     1     1     1     1
454           6          1     1     1     1     1     1     1     1     1
455           5          1     1     1     1     1     1     1     1     1
456           4          1     1     1     1     1     1     1     1     1
457           3          1     1     1     1     1     1     1     1     1
458           3          1     1     1     1     1     1     1     1     1
459           2          1     1     1     1     1     1     1     1     1
460           2          1     1     1     1     1     1     1     1     1
461           2          1     1     1     1     1     1     1     1     1
462           1          1     1     1     1     1     1     1     1     1
463           1          1     1     1     1     1     1     1     1     1
464           1          1     1     1     1     1     1     1     1     1
465           1          1     1     1     1     1     1     1     1     1
466           1          1     1     1     1     1     1     1     1     1
467           1          1     1     1     1     1     1     1     1     1
468           1          1     1     1     1     1     1     1     1     1
469           1          1     1     1     1     1     1     1     1     1
470       30919          1     1     1     1     1     1     1     1     1
471        4551          1     1     1     1     1     1     1     1     1
472         295          1     1     1     1     1     1     1     1     1
473          98          1     1     1     1     1     1     1     1     1
474          47          1     1     1     1     1     1     1     1     1
475          20          1     1     1     1     1     1     1     1     1
476          16          1     1     1     1     1     1     1     1     1
477          12          1     1     1     1     1     1     1     1     1
478          11          1     1     1     1     1     1     1     1     1
479           3          1     1     1     1     1     1     1     1     1
480           3          1     1     1     1     1     1     1     1     1
481           3          1     1     1     1     1     1     1     1     1
482           2          1     1     1     1     1     1     1     1     1
483           2          1     1     1     1     1     1     1     1     1
484           2          1     1     1     1     1     1     1     1     1
485           2          1     1     1     1     1     1     1     1     1
486           1          1     1     1     1     1     1     1     1     1
487           1          1     1     1     1     1     1     1     1     1
488           1          1     1     1     1     1     1     1     1     1
489           1          1     1     1     1     1     1     1     1     1
490       18344          1     1     1     1     1     1     1     1     1
491          42          1     1     1     1     1     1     1     1     1
492           7          1     1     1     1     1     1     1     1     1
493           4          1     1     1     1     1     1     1     1     1
494           3          1     1     1     1     1     1     1     1     1
495           3          1     1     1     1     1     1     1     1     1
496           2          1     1     1     1     1     1     1     1     1
497           2          1     1     1     1     1     1     1     1     1
498           2          1     1     1     1     1     1     1     1     1
499           2          1     1     1     1     1     1     1     1     1
500           2          1     1     1     1     1     1     1     1     1
501           2          1     1     1     1     1     1     1     1     1
502           1          1     1     1     1     1     1     1     1     1
503           1          1     1     1     1     1     1     1     1     1
504           1          1     1     1     1     1     1     1     1     1
505           1          1     1     1     1     1     1     1     1     1
506           1          1     1     1     1     1     1     1     1     1
507           1          1     1     1     1     1     1     1     1     1
508         289          1     1     1     1     1     1     1     1     1
509          32          1     1     1     1     1     1     1     1     1
510          31          1     1     1     1     1     1     1     1     1
511          22          1     1     1     1     1     1     1     1     1
512          11          1     1     1     1     1     1     1     1     1
513           6          1     1     1     1     1     1     1     1     1
514           5          1     1     1     1     1     1     1     1     1
515           5          1     1     1     1     1     1     1     1     1
516           4          1     1     1     1     1     1     1     1     1
517           4          1     1     1     1     1     1     1     1     1
518           3          1     1     1     1     1     1     1     1     1
519           2          1     1     1     1     1     1     1     1     1
520           2          1     1     1     1     1     1     1     1     1
521           2          1     1     1     1     1     1     1     1     1
522           2          1     1     1     1     1     1     1     1     1
523           1          1     1     1     1     1     1     1     1     1
524           1          1     1     1     1     1     1     1     1     1
525           1          1     1     1     1     1     1     1     1     1
526           1          1     1     1     1     1     1     1     1     1
527           1          1     1     1     1     1     1     1     1     1
528           1          1     1     1     1     1     1     1     1     1
529           1          1     1     1     1     1     1     1     1     1
530          64          1     1     1     1     1     1     1     1     1
531          52          1     1     1     1     1     1     1     1     1
532          33          1     1     1     1     1     1     1     1     1
533          29          1     1     1     1     1     1     1     1     1
534          24          1     1     1     1     1     1     1     1     1
535          23          1     1     1     1     1     1     1     1     1
536          14          1     1     1     1     1     1     1     1     1
537          13          1     1     1     1     1     1     1     1     1
538           8          1     1     1     1     1     1     1     1     1
539           6          1     1     1     1     1     1     1     1     1
540           4          1     1     1     1     1     1     1     1     1
541           4          1     1     1     1     1     1     1     1     1
542           3          1     1     1     1     1     1     1     1     1
543           3          1     1     1     1     1     1     1     1     1
544           2          1     1     1     1     1     1     1     1     1
545           2          1     1     1     1     1     1     1     1     1
546           2          1     1     1     1     1     1     1     1     1
547           2          1     1     1     1     1     1     1     1     1
548           2          1     1     1     1     1     1     1     1     1
549           1          1     1     1     1     1     1     1     1     1
550           1          1     1     1     1     1     1     1     1     1
551           1          1     1     1     1     1     1     1     1     1
552           1          1     1     1     1     1     1     1     1     1
553           1          1     1     1     1     1     1     1     1     1
554           1          1     1     1     1     1     1     1     1     1
555           1          1     1     1     1     1     1     1     1     1
556           1          1     1     1     1     1     1     1     1     1
557           1          1     1     1     1     1     1     1     1     1
558           1          1     1     1     1     1     1     1     1     1
559         556          1     1     1     1     1     1     1     1     1
560         224          1     1     1     1     1     1     1     1     1
561          57          1     1     1     1     1     1     1     1     1
562          55          1     1     1     1     1     1     1     1     1
563          47          1     1     1     1     1     1     1     1     1
564          40          1     1     1     1     1     1     1     1     1
565          25          1     1     1     1     1     1     1     1     1
566          23          1     1     1     1     1     1     1     1     1
567          11          1     1     1     1     1     1     1     1     1
568           7          1     1     1     1     1     1     1     1     1
569           3          1     1     1     1     1     1     1     1     1
570           3          1     1     1     1     1     1     1     1     1
571           3          1     1     1     1     1     1     1     1     1
572           2          1     1     1     1     1     1     1     1     1
573           2          1     1     1     1     1     1     1     1     1
574           1          1     1     1     1     1     1     1     1     1
575           1          1     1     1     1     1     1     1     1     1
576           1          1     1     1     1     1     1     1     1     1
577        3197          1     1     1     1     1     1     1     1     1
578          18          1     1     1     1     1     1     1     1     1
579          10          1     1     1     1     1     1     1     1     1
580           8          1     1     1     1     1     1     1     1     1
581           5          1     1     1     1     1     1     1     1     1
582           4          1     1     1     1     1     1     1     1     1
583           1          1     1     1     1     1     1     1     1     1
584           1          1     1     1     1     1     1     1     1     1
585           1          1     1     1     1     1     1     1     1     1
586           1          1     1     1     1     1     1     1     1     1
587           1          1     1     1     1     1     1     1     1     1
588           1          1     1     1     1     1     1     1     1     1
589           1          1     1     1     1     1     1     1     1     1
590           1          1     1     1     1     1     1     1     1     1
591           1          1     1     1     1     1     1     1     1     1
592          13          1     1     1     1     1     1     1     1     1
593          13          1     1     1     1     1     1     1     1     1
594           5          1     1     1     1     1     1     1     1     1
595           4          1     1     1     1     1     1     1     1     1
596           3          1     1     1     1     1     1     1     1     1
597           3          1     1     1     1     1     1     1     1     1
598           3          1     1     1     1     1     1     1     1     1
599           2          1     1     1     1     1     1     1     1     1
600           2          1     1     1     1     1     1     1     1     1
601           1          1     1     1     1     1     1     1     1     1
602           1          1     1     1     1     1     1     1     1     1
603           1          1     1     1     1     1     1     1     1     1
604           1          1     1     1     1     1     1     1     1     1
605           1          1     1     1     1     1     1     1     1     1
606           1          1     1     1     1     1     1     1     1     1
607          45          1     1     1     1     1     1     1     1     1
608          40          1     1     1     1     1     1     1     1     1
609          27          1     1     1     1     1     1     1     1     1
610          21          1     1     1     1     1     1     1     1     1
611          18          1     1     1     1     1     1     1     1     1
612          13          1     1     1     1     1     1     1     1     1
613           9          1     1     1     1     1     1     1     1     1
614           9          1     1     1     1     1     1     1     1     1
615           4          1     1     1     1     1     1     1     1     1
616           4          1     1     1     1     1     1     1     1     1
617           3          1     1     1     1     1     1     1     1     1
618           2          1     1     1     1     1     1     1     1     1
619         185          1     1     1     1     1     1     1     1     1
620          65          1     1     1     1     1     1     1     1     1
621          54          1     1     1     1     1     1     1     1     1
622          13          1     1     1     1     1     1     1     1     1
623           8          1     1     1     1     1     1     1     1     1
624           5          1     1     1     1     1     1     1     1     1
625           5          1     1     1     1     1     1     1     1     1
626           5          1     1     1     1     1     1     1     1     1
627           4          1     1     1     1     1     1     1     1     1
628           4          1     1     1     1     1     1     1     1     1
629           4          1     1     1     1     1     1     1     1     1
630           2          1     1     1     1     1     1     1     1     1
631           1          1     1     1     1     1     1     1     1     1
632           1          1     1     1     1     1     1     1     1     1
633           1          1     1     1     1     1     1     1     1     1
634         640          1     1     1     1     1     1     1     1     1
635         358          1     1     1     1     1     1     1     1     1
636         122          1     1     1     1     1     1     1     1     1
637          86          1     1     1     1     1     1     1     1     1
638           1          1     1     1     1     1     1     1     1     1
639        2133          1     1     1     1     1     1     1     1     1
    id_31 id_17 id_19 id_20 id_05 id_06 id_13 id_16 DeviceInfo  id_14
640  9233 10805 10916 11246 14525 14525 28534 31053      52417 134739
1       0     0     0     0     0     0     1     0          0      0
2       0     0     0     0     0     0     1     0          0      0
3       0     0     0     0     0     0     1     0          0      0
4       0     0     0     0     0     0     1     0          0      0
5       0     0     0     0     0     0     1     0          0      0
6       0     0     0     0     0     0     1     0          0      0
7       0     0     0     0     0     0     1     0          0      0
8       0     0     0     0     0     0     1     1          0      0
9       0     0     0     0     0     0     1     1          0      0
10      0     1     1     1     1     1     1     0          0      0
11      1     1     1     1     0     0     1     0          0      0
12      0     1     1     1     1     1     1     0          0      0
13      0     1     1     1     1     1     1     0          0      0
14      1     1     1     1     0     0     0     1          0      0
15      1     1     0     1     0     0     1     0          1      0
16      1     1     1     1     0     0     1     1          0      0
17      0     1     1     1     1     1     1     0          0      0
18      1     1     1     1     0     0     1     0          1      0
19      1     1     1     1     0     0     0     1          1      0
20      0     1     1     1     1     1     1     0          0      0
21      1     1     0     1     1     1     1     0          0      0
22      1     1     1     0     1     1     1     0          0      0
23      1     1     1     1     0     0     1     0          0      0
24      1     1     1     1     0     0     0     1          0      0
25      1     1     1     1     0     0     1     0          0      0
26      0     1     1     1     0     0     1     1          1      0
27      1     1     1     1     1     1     1     0          0      0
28      1     1     1     1     0     0     1     1          1      0
29      1     1     1     1     1     1     0     1          0      0
30      0     0     0     0     0     0     1     1          0      0
31      1     1     1     0     1     1     1     0          0      0
32      1     1     1     0     1     1     1     1          0      0
33      1     1     1     1     0     0     1     1          0      1
34      1     1     1     1     0     0     1     1          0      0
35      0     1     1     1     1     1     1     1          0      0
36      0     1     1     1     1     1     1     0          1      0
37      1     1     0     1     1     1     1     1          0      0
38      0     1     1     1     1     1     1     0          0      0
39      1     1     1     1     0     0     0     1          1      1
40      1     1     0     1     1     1     1     0          0      0
41      0     1     1     1     1     1     0     1          1      0
42      1     1     1     1     1     1     1     0          0      0
43      1     1     1     1     1     1     1     1          0      0
44      1     1     1     1     1     1     1     0          1      0
45      1     1     1     1     1     1     0     1          1      0
46      1     1     1     1     1     1     1     0          0      0
47      0     0     0     0     0     0     1     1          0      0
48      1     1     1     1     1     1     0     1          0      0
49      1     1     1     0     1     1     1     1          1      0
50      1     1     1     1     0     0     1     1          1      1
51      1     1     1     1     1     1     0     1          0      0
52      0     1     1     1     1     1     1     1          1      0
53      1     1     1     1     1     1     0     1          0      1
54      1     1     1     0     1     1     1     1          0      0
55      1     1     0     1     1     1     1     1          1      0
56      1     1     1     0     1     1     1     0          1      0
57      0     1     1     1     1     1     1     1          0      1
58      1     1     1     1     0     0     0     1          1      1
59      1     1     1     1     0     0     1     1          1      0
60      1     1     1     1     0     0     1     1          0      0
61      1     1     0     1     1     1     1     1          0      0
62      0     1     1     1     1     1     1     1          0      0
63      0     1     1     1     1     1     0     1          1      0
64      0     0     0     0     0     0     1     1          0      1
65      1     1     1     1     1     1     1     1          1      0
66      1     1     1     1     1     1     1     1          0      0
67      1     1     1     1     1     1     1     0          1      0
68      1     1     1     1     1     1     0     1          1      0
69      1     1     1     1     1     1     1     1          0      1
70      1     1     1     1     1     1     1     1          0      0
71      1     1     1     1     1     1     1     0          0      0
72      1     1     1     1     1     1     0     1          1      1
73      1     1     1     1     1     1     0     1          1      0
74      1     1     1     1     1     1     0     1          0      0
75      1     1     1     0     1     1     1     1          1      0
76      0     1     1     1     1     1     1     1          1      0
77      1     1     1     1     1     1     1     0          1      0
78      1     1     1     1     1     1     0     1          0      1
79      1     1     0     1     1     1     1     1          1      0
80      1     1     1     1     0     0     1     1          0      0
81      0     1     1     1     1     1     1     1          0      0
82      1     1     1     1     1     1     1     1          1      0
83      1     1     1     1     1     1     1     0          0      0
84      1     1     1     1     1     1     1     1          1      1
85      1     1     1     1     1     1     1     1          1      0
86      1     1     1     1     1     1     1     1          0      0
87      1     1     1     1     1     1     1     1          0      1
88      1     1     1     1     1     1     0     1          1      0
89      1     1     1     1     0     0     0     1          1      1
90      1     1     1     1     1     1     0     1          1      1
91      1     1     1     1     1     1     0     1          1      1
92      1     1     1     1     1     1     0     1          0      0
93      1     0     0     0     0     0     1     0          0      0
94      1     0     0     0     0     0     1     0          0      0
95      1     1     1     1     1     1     1     0          1      0
96      1     1     1     1     0     0     1     0          1      1
97      1     1     1     0     1     1     1     0          0      0
98      1     1     1     1     1     1     0     1          0      1
99      1     1     1     1     1     1     1     0          1      1
100     1     1     1     1     0     0     1     1          1      0
101     1     1     0     1     1     1     1     1          1      1
102     0     1     1     1     1     1     1     1          1      0
103     0     1     1     1     1     1     1     1          0      0
104     1     1     1     1     1     1     1     1          0      0
105     1     1     1     1     1     1     1     0          1      0
106     1     1     1     1     1     1     1     0          0      0
107     1     1     1     1     1     1     1     1          1      1
108     1     1     1     1     1     1     1     1          1      0
109     1     1     1     1     0     0     1     1          0      0
110     1     1     1     1     0     0     1     1          1      1
111     1     0     0     0     0     0     1     0          0      0
112     1     1     1     1     0     0     0     1          0      1
113     1     1     1     1     1     1     1     1          1      0
114     1     1     1     1     1     1     1     0          0      0
115     1     1     1     1     1     1     0     1          1      1
116     1     0     0     0     0     0     1     1          0      0
117     1     1     1     1     1     1     0     1          0      1
118     1     1     1     1     1     1     0     1          1      0
119     1     1     1     1     1     1     0     1          0      0
120     1     0     0     0     0     0     1     1          0      0
121     1     1     1     0     1     1     1     1          1      0
122     1     1     1     0     1     1     1     1          0      0
123     0     1     1     1     1     1     0     1          1      1
124     1     1     1     1     1     1     1     1          0      1
125     1     1     1     1     1     1     0     1          1      1
126     1     1     1     1     1     1     0     1          0      1
127     1     1     1     1     0     0     0     1          1      0
128     1     1     0     1     1     1     1     0          1      0
129     1     0     0     0     0     0     1     0          1      0
130     1     1     1     1     1     1     0     1          0      0
131     1     1     1     1     0     0     1     1          1      1
132     1     1     1     1     0     0     1     0          1      1
133     1     1     1     1     0     0     0     1          1      1
134     1     1     0     1     1     1     1     1          1      0
135     1     0     0     0     0     0     1     1          0      0
136     1     0     0     0     0     0     1     0          1      0
137     0     1     1     1     1     1     1     1          0      0
138     0     1     1     1     1     1     1     0          1      1
139     0     1     1     1     0     0     1     1          0      1
140     0     1     1     1     0     0     0     1          1      1
141     1     1     1     1     1     1     1     1          1      0
142     1     1     1     1     1     1     1     0          1      0
143     1     1     1     1     0     0     1     1          1      0
144     1     1     1     1     1     1     0     1          1      1
145     1     1     1     1     0     0     0     1          1      1
146     1     1     1     1     1     1     1     1          0      0
147     1     1     1     1     1     1     0     1          0      0
148     1     1     1     1     0     0     1     0          1      1
149     1     0     0     0     0     0     1     1          1      0
150     1     1     1     1     1     1     1     1          0      1
151     1     0     0     0     0     0     1     1          0      0
152     1     1     1     1     1     1     1     0          1      1
153     1     0     0     0     0     0     1     0          1      0
154     0     1     1     1     1     1     1     1          0      0
155     1     1     1     1     1     1     0     1          0      1
156     1     1     1     0     1     1     1     1          0      0
157     1     1     0     1     1     1     1     1          0      0
158     1     1     1     1     0     0     1     1          0      1
159     1     1     1     1     0     0     1     1          0      1
160     1     1     1     1     1     1     1     0          0      0
161     1     1     1     1     1     1     0     1          1      1
162     1     1     1     1     0     0     1     1          1      1
163     1     1     1     1     1     1     1     0          1      0
164     1     1     1     0     1     1     1     1          1      0
165     1     1     1     1     1     1     1     1          0      0
166     1     1     1     1     1     1     0     1          1      1
167     1     1     1     1     1     1     1     1          1      1
168     1     1     1     1     1     1     1     1          1      1
169     1     1     1     1     1     1     1     1          1      0
170     1     1     1     1     1     1     0     1          0      0
171     1     1     1     1     0     0     0     1          1      1
172     1     1     0     1     1     1     1     1          1      0
173     0     1     1     1     1     1     0     1          1      1
174     0     1     1     1     1     1     0     1          0      1
175     1     1     1     1     1     1     1     1          1      0
176     1     1     1     1     1     1     1     1          0      1
177     1     1     1     1     1     1     0     1          0      1
178     1     1     1     1     1     1     0     1          0      1
179     1     1     0     1     0     0     1     1          1      1
180     1     1     0     0     1     1     1     1          1      0
181     1     0     0     0     0     0     1     1          0      1
182     1     0     0     0     0     0     1     1          0      0
183     1     0     0     0     0     0     1     0          1      1
184     0     1     1     1     1     1     1     1          1      1
185     0     0     0     0     0     0     1     1          1      1
186     0     0     0     0     0     0     1     1          0      1
187     0     1     1     1     1     1     1     1          0      0
188     1     1     1     1     1     1     1     1          0      0
189     1     1     1     1     0     0     1     1          1      1
190     1     1     1     1     1     1     1     1          1      0
191     1     1     1     1     1     1     1     1          1      1
192     1     1     1     1     1     1     0     1          0      1
193     1     1     1     1     1     1     0     1          1      0
194     1     1     1     1     1     1     0     1          1      1
195     1     1     1     1     1     1     0     1          0      0
196     0     1     1     1     1     1     1     1          0      0
197     1     0     0     0     0     0     1     1          1      0
198     1     1     1     0     1     1     1     1          1      0
199     1     1     1     1     1     1     0     1          1      1
200     1     1     1     1     1     1     1     1          1      1
201     1     1     1     1     1     1     0     1          0      0
202     0     1     1     1     1     1     1     1          1      0
203     0     1     1     1     1     1     1     1          0      0
204     1     1     1     1     1     1     1     1          1      0
205     1     1     1     0     1     1     1     1          0      0
206     1     0     0     0     0     0     1     1          1      1
207     1     1     1     1     0     0     1     1          1      1
208     1     1     1     1     1     1     1     0          1      1
209     1     1     1     1     1     1     1     0          1      1
210     1     1     1     1     1     1     1     0          0      1
211     1     1     1     1     1     1     0     1          0      1
212     1     1     0     1     1     1     1     1          1      0
213     0     0     0     0     0     0     1     1          1      1
214     1     1     1     1     1     1     1     1          1      1
215     1     1     1     1     1     1     1     1          0      1
216     0     1     1     1     1     1     1     1          1      1
217     0     1     1     1     1     1     1     1          0      1
218     1     1     1     1     1     1     1     1          0      1
219     1     1     1     1     1     1     1     0          1      0
220     1     1     1     1     1     1     1     1          0      1
221     1     1     1     1     1     1     1     1          0      1
222     1     0     0     0     0     0     1     0          0      0
223     1     1     1     1     1     1     1     1          0      0
224     1     1     1     1     1     1     0     1          1      1
225     1     1     1     1     0     0     1     0          1      1
226     1     1     1     1     0     0     0     1          1      1
227     1     1     0     0     1     1     1     1          1      1
228     1     1     1     1     1     1     0     1          0      1
229     1     1     1     1     1     1     0     1          0      1
230     1     1     1     1     0     0     1     1          1      1
231     1     1     1     1     0     0     1     1          1      0
232     1     1     1     1     0     0     0     1          1      1
233     1     1     0     1     1     1     1     1          1      1
234     1     1     0     0     1     1     1     1          1      0
235     1     0     0     0     0     0     1     0          1      0
236     0     1     1     1     1     1     0     1          1      1
237     0     1     1     1     1     1     0     1          0      1
238     1     1     1     1     1     1     1     1          1      0
239     1     1     1     1     1     1     0     1          1      1
240     1     1     1     1     1     1     1     1          0      0
241     1     1     1     1     1     1     1     1          0      1
242     1     1     1     1     1     1     1     0          1      1
243     1     1     1     1     1     1     1     1          1      1
244     1     1     1     1     1     1     0     1          0      1
245     0     0     0     0     0     0     1     1          1      1
246     1     1     1     1     1     1     0     1          1      0
247     1     1     1     1     1     1     1     1          1      1
248     1     1     1     1     1     1     1     1          0      1
249     1     1     1     1     1     1     1     1          0      0
250     1     1     1     0     1     1     1     1          1      0
251     1     1     1     1     1     1     0     1          1      1
252     1     1     1     1     1     1     0     1          0      0
253     0     1     1     1     1     1     1     1          0      0
254     1     1     1     1     1     1     1     1          1      0
255     1     1     1     1     1     1     0     1          1      0
256     1     1     1     1     1     1     0     1          1      1
257     1     1     1     1     1     1     1     1          1      1
258     1     1     1     0     1     1     1     1          1      1
259     0     1     1     1     1     1     1     1          1      1
260     1     1     1     1     1     1     0     1          0      1
261     1     1     0     1     1     1     1     1          1      0
262     0     1     1     1     1     1     1     1          1      0
263     1     0     0     0     0     0     1     1          0      0
264     1     1     1     1     1     1     1     0          1      1
265     1     1     1     1     0     0     1     1          1      1
266     1     0     0     0     0     0     1     1          1      1
267     1     1     1     1     1     1     1     1          0      1
268     1     1     1     1     1     1     0     1          1      1
269     0     1     1     1     1     1     1     0          1      1
270     0     1     1     1     1     1     0     1          1      1
271     1     1     1     0     1     1     0     1          1      1
272     1     1     1     1     1     1     1     0          0      1
273     1     1     1     1     1     1     0     1          1      1
274     1     1     1     1     1     1     0     1          0      1
275     1     1     0     1     1     1     1     1          1      1
276     1     0     0     0     0     0     1     1          1      0
277     1     0     0     0     0     0     1     0          1      0
278     1     1     1     1     1     1     0     1          0      1
279     1     1     1     1     0     0     1     1          1      1
280     1     1     1     1     0     0     0     1          0      1
281     1     1     1     0     1     1     1     1          1      0
282     1     1     1     0     1     1     1     1          0      0
283     1     1     0     1     1     1     1     1          1      0
284     1     1     0     1     1     1     0     1          1      1
285     1     1     0     0     1     1     1     1          1      1
286     0     1     1     1     1     1     1     1          0      1
287     1     1     1     1     1     1     1     1          1      1
288     1     1     1     1     1     1     1     1          1      0
289     1     1     1     1     1     1     0     1          1      1
290     1     1     1     1     1     1     1     1          1      1
291     1     1     1     1     1     1     1     1          1      0
292     1     1     1     1     1     1     1     0          1      1
293     1     1     1     1     1     1     1     1          1      1
294     1     1     1     1     1     1     1     1          0      1
295     1     1     1     1     1     1     1     1          0      1
296     1     1     1     1     1     1     1     1          0      0
297     1     1     1     1     1     1     0     1          1      0
298     1     1     1     0     1     1     1     1          1      1
299     1     1     1     1     1     1     0     1          1      1
300     1     0     0     0     0     0     1     1          1      0
301     1     0     0     0     0     0     1     0          1      0
302     1     1     1     1     1     1     0     1          1      1
303     1     1     1     1     1     1     1     0          1      1
304     0     1     1     1     1     1     1     1          1      1
305     1     1     1     1     0     0     0     1          1      1
306     1     1     1     1     0     0     0     1          1      1
307     1     1     0     1     1     1     1     1          1      1
308     1     1     1     1     1     1     0     1          1      1
309     1     1     1     1     1     1     1     1          0      1
310     1     1     1     1     1     1     1     1          0      1
311     1     1     1     1     1     1     1     1          1      1
312     1     0     0     0     0     0     1     1          1      1
313     1     1     1     1     1     1     1     1          1      1
314     1     1     1     1     1     1     1     1          1      1
315     1     1     1     1     1     1     1     1          0      1
316     1     1     1     1     1     1     0     1          1      1
317     1     1     1     1     1     1     0     1          1      1
318     1     1     1     1     1     1     0     1          0      1
319     1     1     1     1     1     1     0     1          0      1
320     1     1     1     1     0     0     1     1          1      0
321     1     1     1     1     0     0     1     1          0      1
322     0     1     1     1     1     1     0     1          0      1
323     1     1     1     1     1     1     1     1          1      1
324     1     1     1     1     1     1     1     1          1      0
325     1     1     1     1     1     1     1     1          1      1
326     1     1     1     1     1     1     1     1          1      1
327     1     1     1     1     1     1     0     1          0      1
328     1     1     1     1     1     1     0     1          0      1
329     1     1     1     1     1     1     0     1          1      1
330     1     1     1     1     0     0     1     1          1      1
331     1     1     1     1     0     0     1     1          1      1
332     1     1     1     1     1     1     0     1          1      1
333     1     1     1     1     0     0     0     1          0      1
334     1     0     0     0     0     0     1     1          0      0
335     1     1     1     1     1     1     0     1          1      1
336     1     0     0     0     0     0     1     1          1      0
337     1     1     1     1     1     1     0     1          1      1
338     0     1     1     1     1     1     0     1          1      1
339     1     1     1     1     1     1     0     1          1      1
340     1     1     1     1     1     1     1     1          1      1
341     1     1     1     1     1     1     1     1          0      1
342     1     1     1     1     1     1     1     1          0      0
343     1     0     0     0     0     0     1     1          1      1
344     1     0     0     0     0     0     1     1          0      0
345     1     1     1     1     1     1     1     1          0      1
346     1     1     1     1     1     1     1     0          1      1
347     1     1     1     1     1     1     1     0          1      1
348     1     1     1     1     1     1     1     1          1      1
349     1     1     1     1     1     1     1     1          0      1
350     1     1     1     1     1     1     1     0          1      0
351     1     1     1     1     1     1     1     0          0      1
352     1     1     1     1     0     0     1     1          1      0
353     1     1     0     0     1     1     1     1          1      1
354     1     0     0     0     0     0     1     1          1      1
355     1     0     0     0     0     0     1     1          1      1
356     1     0     0     0     0     0     1     0          1      1
357     1     1     1     1     1     1     0     1          1      1
358     1     1     1     1     1     1     0     1          1      1
359     1     1     1     1     1     1     1     0          1      1
360     1     1     1     1     0     0     0     1          1      1
361     1     1     1     1     1     1     1     1          1      1
362     1     0     0     0     0     0     1     1          1      0
363     1     1     1     1     1     1     0     1          0      1
364     1     0     0     0     0     0     1     1          0      0
365     1     1     1     1     1     1     1     1          1      1
366     1     1     1     1     1     1     1     1          1      1
367     1     1     1     1     1     1     1     1          0      1
368     1     0     0     0     0     0     1     1          1      1
369     1     1     1     1     1     1     1     1          1      0
370     1     1     1     1     1     1     0     1          1      1
371     1     1     1     1     1     1     0     1          0      1
372     1     1     1     1     1     1     1     1          0      1
373     1     1     1     1     0     0     1     1          0      1
374     1     1     1     1     1     1     1     1          0      0
375     1     1     1     1     1     1     0     1          1      1
376     1     1     1     1     1     1     0     1          1      1
377     1     0     0     0     0     0     1     0          1      1
378     0     1     1     1     1     1     1     1          1      1
379     1     1     1     1     1     1     1     1          1      1
380     1     1     1     1     1     1     0     1          0      1
381     1     0     0     0     0     0     1     1          1      1
382     1     0     0     0     0     0     1     1          1      0
383     1     0     0     0     0     0     1     1          0      1
384     1     1     1     1     1     1     1     1          0      1
385     1     1     1     1     1     1     1     1          0      1
386     1     1     1     1     1     1     1     0          0      0
387     1     1     1     1     1     1     0     1          0      1
388     1     1     1     1     0     0     1     1          1      1
389     1     1     1     1     0     0     1     1          1      1
390     1     1     1     0     1     1     1     1          1      1
391     1     1     1     0     0     0     1     1          1      1
392     1     0     0     0     0     0     1     1          1      1
393     1     0     0     0     0     0     1     1          1      0
394     0     1     1     1     1     1     1     1          0      1
395     0     1     1     1     1     1     0     1          1      1
396     1     1     1     1     1     1     1     1          1      1
397     1     1     1     1     1     1     1     1          1      1
398     1     1     1     1     1     1     0     1          0      1
399     1     1     1     1     1     1     0     1          1      1
400     1     1     1     1     0     0     1     1          1      1
401     1     1     1     1     1     1     0     1          1      1
402     1     1     1     1     1     1     1     0          1      1
403     1     0     0     0     0     0     1     1          1      0
404     1     1     1     1     1     1     0     1          1      1
405     1     1     1     1     1     1     1     1          1      1
406     1     0     0     0     0     0     1     1          1      1
407     1     1     1     1     1     1     1     1          1      0
408     1     1     1     1     1     1     1     1          1      1
409     1     1     1     1     1     1     1     1          0      1
410     1     1     1     1     1     1     1     1          1      1
411     1     0     0     0     0     0     1     1          1      1
412     1     1     1     1     1     1     1     1          0      1
413     1     1     1     1     1     1     0     1          0      1
414     1     0     0     0     0     0     1     1          1      1
415     1     0     0     0     0     0     1     1          0      1
416     0     1     1     1     1     1     1     1          1      1
417     1     1     1     1     1     1     1     1          1      1
418     1     1     1     1     1     1     1     1          0      0
419     1     0     0     0     0     0     1     1          0      1
420     1     1     1     1     1     1     1     1          0      1
421     1     1     1     0     1     1     0     1          1      1
422     1     0     0     0     0     0     1     0          1      1
423     1     1     1     1     1     1     1     0          1      0
424     1     1     1     0     1     1     1     1          1      1
425     1     1     0     1     1     1     1     1          1      1
426     1     1     1     1     1     1     1     1          1      0
427     1     1     1     1     1     1     1     0          1      1
428     1     1     0     1     1     1     1     1          1      1
429     0     1     1     1     1     1     0     1          0      1
430     1     1     1     1     1     1     1     0          1      0
431     1     1     1     1     0     0     1     1          0      1
432     1     1     0     1     1     1     0     1          1      1
433     1     1     0     0     1     1     1     1          1      1
434     1     0     0     0     0     0     1     1          1      1
435     1     0     0     0     0     0     1     1          1      1
436     1     0     0     0     0     0     1     1          1      1
437     0     1     1     1     1     1     1     1          0      1
438     0     1     1     1     1     1     0     1          1      1
439     1     1     1     1     1     1     0     1          1      1
440     1     1     1     1     1     1     1     1          1      1
441     1     1     1     1     1     1     0     1          0      1
442     1     1     1     1     1     1     1     1          1      1
443     1     0     0     0     0     0     1     1          1      1
444     1     1     1     1     1     1     1     1          0      1
445     1     1     1     1     1     1     1     1          1      1
446     1     1     1     1     1     1     0     1          1      1
447     1     1     1     0     1     1     1     1          1      1
448     1     1     1     1     1     1     1     1          1      0
449     1     1     1     1     1     1     1     1          0      0
450     0     1     1     1     1     1     1     1          1      1
451     1     0     0     0     0     0     1     1          1      1
452     1     1     1     1     1     1     1     1          1      1
453     1     1     1     0     1     1     0     1          1      1
454     1     1     0     1     1     1     1     1          1      1
455     0     1     1     1     1     1     0     1          1      1
456     1     0     0     0     0     0     1     1          1      0
457     1     1     1     1     1     1     1     1          0      1
458     1     1     1     1     1     1     1     1          0      1
459     1     1     1     1     1     1     1     1          1      1
460     1     1     1     1     1     1     1     1          0      1
461     1     0     0     0     0     0     1     1          1      1
462     1     1     1     1     1     1     1     1          1      1
463     1     1     1     1     1     1     1     1          1      0
464     1     1     1     1     1     1     0     1          1      1
465     1     1     1     1     0     0     1     1          1      1
466     1     1     0     0     1     1     1     1          1      1
467     1     0     0     0     0     0     1     1          1      1
468     0     1     1     1     1     1     1     1          1      1
469     0     1     1     1     1     1     1     1          0      1
470     1     1     1     1     1     1     1     1          1      1
471     1     1     1     1     1     1     0     1          1      1
472     1     1     1     1     1     1     1     1          0      1
473     1     1     1     1     1     1     1     1          1      1
474     1     1     1     0     1     1     1     1          1      1
475     1     0     0     0     0     0     1     1          1      1
476     1     1     0     1     1     1     1     1          1      1
477     1     1     1     1     1     1     1     1          1      1
478     0     1     1     1     1     1     1     1          1      1
479     1     1     1     1     0     0     1     1          1      1
480     1     1     1     1     0     0     1     1          1      0
481     1     0     0     0     0     0     1     1          1      1
482     1     1     1     1     1     1     1     1          1      1
483     1     1     1     1     0     0     1     1          1      1
484     1     0     0     0     0     0     1     1          1      1
485     1     0     0     0     0     0     1     0          1      1
486     1     1     1     1     1     1     1     1          1      0
487     1     1     1     1     1     1     1     1          1      0
488     1     1     1     1     0     0     1     1          0      1
489     1     1     1     1     0     0     1     0          1      1
490     1     1     1     1     1     1     1     1          1      1
491     1     0     0     0     0     0     1     1          1      1
492     1     0     0     0     0     0     1     1          1      1
493     1     0     0     0     0     0     1     1          1      1
494     1     1     1     1     0     0     1     0          1      1
495     1     0     0     0     0     0     1     0          1      1
496     1     1     1     1     1     1     1     1          1      1
497     1     1     1     1     1     1     1     1          1      0
498     1     1     1     1     1     1     1     1          0      0
499     1     1     1     1     0     0     1     1          1      1
500     1     1     1     1     0     0     1     1          1      1
501     1     0     0     0     1     1     1     1          1      1
502     1     1     1     1     1     1     1     1          1      1
503     1     1     1     1     0     0     1     1          1      0
504     1     1     1     0     1     1     1     1          1      0
505     1     1     0     1     1     1     1     1          1      1
506     1     0     0     0     0     0     1     1          1      1
507     1     0     0     0     0     0     1     1          0      1
508     1     0     0     0     0     0     1     1          1      1
509     1     1     1     1     0     0     1     1          1      1
510     1     0     0     0     0     0     1     1          1      1
511     1     1     1     1     1     1     1     1          1      0
512     1     1     1     1     1     1     1     1          0      1
513     1     1     1     1     1     1     1     1          1      1
514     1     1     1     1     1     1     1     1          1      0
515     1     1     1     1     1     1     1     1          0      0
516     1     1     1     1     1     1     1     1          1      1
517     0     1     1     1     1     1     1     1          0      1
518     1     1     1     1     1     1     1     1          1      1
519     1     1     1     1     1     1     1     1          1      1
520     1     1     1     1     1     1     1     1          0      0
521     1     1     0     1     1     1     1     1          1      1
522     1     0     0     0     0     0     1     1          1      1
523     1     1     1     1     1     1     1     1          1      1
524     1     1     1     1     1     1     1     1          1      1
525     1     1     1     1     1     1     1     1          0      1
526     1     1     1     1     1     1     1     0          1      1
527     1     1     0     1     1     1     1     1          1      0
528     1     0     0     0     0     0     1     1          0      1
529     0     1     1     1     1     1     1     1          0      0
530     1     0     0     0     0     0     1     1          1      1
531     1     1     1     1     1     1     1     1          1      1
532     1     1     1     1     1     1     1     1          1      1
533     1     0     0     0     0     0     1     1          0      1
534     1     0     0     0     0     0     1     1          1      1
535     1     1     1     1     1     1     1     1          1      0
536     1     1     1     1     1     1     1     1          1      1
537     1     1     1     1     1     1     1     1          1      1
538     1     0     0     0     0     0     1     1          1      1
539     1     1     1     1     1     1     1     1          0      1
540     1     1     1     1     1     1     1     1          0      0
541     1     1     1     1     1     1     1     0          1      1
542     1     1     1     1     1     1     1     1          1      1
543     1     1     1     0     1     1     1     1          1      1
544     1     1     1     1     1     1     1     1          1      1
545     1     1     1     1     1     1     1     1          1      0
546     1     1     1     1     1     1     1     1          1      0
547     1     1     1     1     1     1     1     0          1      1
548     1     1     0     1     1     1     1     1          1      1
549     1     1     1     1     1     1     1     1          1      1
550     1     1     1     1     1     1     1     1          1      1
551     1     1     1     1     1     1     1     1          1      1
552     1     1     1     1     1     1     1     1          1      1
553     1     1     1     1     1     1     1     1          0      1
554     1     1     1     1     1     1     1     1          0      1
555     1     1     1     1     1     1     1     1          0      1
556     1     1     1     1     1     1     1     1          0      0
557     1     1     1     1     1     1     1     0          1      1
558     1     1     1     0     1     1     1     1          1      1
559     1     0     0     0     0     0     1     1          1      1
560     1     1     1     1     1     1     1     1          1      1
561     1     1     1     1     1     1     1     1          1      1
562     1     1     1     1     1     1     1     1          0      1
563     1     1     1     1     1     1     1     1          1      1
564     1     1     1     1     1     1     1     1          1      0
565     1     1     1     1     1     1     1     0          1      1
566     1     1     1     1     1     1     1     1          1      1
567     1     1     1     1     1     1     1     1          0      0
568     1     1     1     1     1     1     1     1          1      1
569     1     1     1     1     1     1     1     1          0      1
570     1     1     1     1     0     0     1     1          1      1
571     1     0     0     0     1     1     1     1          1      1
572     1     1     1     1     1     1     1     1          1      0
573     1     1     1     1     0     0     1     1          1      1
574     1     1     1     1     1     1     1     1          1      1
575     1     1     1     1     1     1     1     1          1      1
576     1     1     1     0     0     0     1     1          1      1
577     1     1     1     1     1     1     1     1          1      1
578     1     0     0     0     1     1     1     1          0      1
579     1     1     1     1     1     1     1     1          1      1
580     1     1     1     1     1     1     1     1          1      0
581     1     1     1     1     1     1     1     0          1      1
582     1     1     1     1     0     0     1     1          1      1
583     1     1     1     1     1     1     1     1          1      1
584     1     1     1     1     1     1     1     1          1      1
585     1     1     1     1     1     1     1     1          1      1
586     1     1     1     1     1     1     1     1          0      1
587     1     1     1     1     1     1     1     1          0      1
588     1     1     1     1     1     1     1     0          1      1
589     1     1     1     1     0     0     1     1          1      1
590     1     1     1     1     0     0     1     1          0      1
591     1     0     0     0     1     1     1     1          1      1
592     1     1     1     1     1     1     1     0          1      1
593     1     0     0     0     1     1     1     1          1      1
594     1     1     1     1     1     1     1     1          1      1
595     1     1     1     1     0     0     1     1          1      1
596     1     1     1     1     1     1     1     1          1      1
597     1     1     1     1     1     1     1     1          1      1
598     1     1     1     1     1     1     1     1          1      1
599     1     1     1     1     1     1     1     1          1      1
600     1     1     1     1     1     1     1     1          1      1
601     1     1     1     1     1     1     1     1          1      1
602     1     1     1     1     1     1     1     1          1      1
603     1     1     1     1     1     1     1     0          1      1
604     1     1     1     1     1     1     1     0          1      1
605     1     1     1     0     1     1     1     1          1      1
606     1     1     1     0     0     0     1     1          1      1
607     1     1     1     1     1     1     1     1          1      1
608     1     1     1     1     1     1     1     1          1      1
609     1     1     1     1     1     1     1     0          1      1
610     1     1     1     1     0     0     1     1          1      1
611     1     1     1     1     1     1     1     1          1      1
612     1     1     1     1     1     1     1     1          1      1
613     1     1     1     1     1     1     1     1          0      1
614     1     1     1     1     1     1     1     1          0      1
615     1     1     1     1     1     1     1     1          1      1
616     1     1     1     1     1     1     1     1          0      1
617     1     1     1     1     1     1     1     1          1      1
618     1     1     1     1     1     1     1     1          0      1
619     1     1     1     1     1     1     1     1          1      1
620     1     1     1     1     1     1     1     1          1      1
621     1     1     1     1     1     1     1     1          1      1
622     1     1     1     1     1     1     1     1          1      1
623     1     1     1     1     1     1     1     1          1      1
624     1     1     1     1     1     1     1     1          1      1
625     1     1     1     1     1     1     1     1          1      1
626     1     1     1     1     1     1     1     1          0      1
627     1     1     1     1     1     1     1     1          1      1
628     1     1     1     1     1     1     1     1          1      1
629     1     1     0     1     1     1     1     1          1      1
630     1     1     1     0     1     1     1     1          1      1
631     1     1     1     1     1     1     1     1          0      1
632     1     1     1     1     1     1     1     1          0      1
633     1     1     1     0     1     1     1     1          1      1
634     1     1     1     1     1     1     1     1          0      1
635     1     1     1     1     1     1     1     1          1      1
636     1     1     1     1     1     1     1     1          1      1
637     1     1     1     1     1     1     1     1          1      1
638     1     1     1     1     1     1     1     1          1      1
639     1     1     1     1     1     1     1     1          1      1
     id_34  id_09  id_10  id_29  id_32  id_30 id_33_1 id_33_2  id_03
640 136160 136876 136876 136876 137883 137916  142180  142180 153335
1        0      0      0      0      0      0       0       0      0
2        0      0      0      0      0      0       0       0      0
3        1      0      0      0      0      0       0       0      0
4        1      0      0      0      0      0       0       0      0
5        0      0      0      0      0      0       0       0      0
6        1      0      0      0      0      0       0       0      0
7        0      0      0      0      0      0       0       0      0
8        0      0      0      0      0      0       0       0      0
9        1      0      0      0      0      0       0       0      0
10       0      0      0      0      0      0       0       0      0
11       0      0      0      0      0      0       0       0      0
12       1      0      0      0      0      0       0       0      0
13       0      0      0      0      0      0       0       0      0
14       0      0      0      0      0      0       0       0      0
15       0      0      0      0      0      0       0       0      0
16       0      0      0      0      0      0       0       0      0
17       1      0      0      0      0      0       0       0      0
18       0      0      0      0      0      0       0       0      0
19       0      0      0      0      0      0       0       0      0
20       0      0      0      0      0      0       0       0      0
21       0      0      0      0      0      0       0       0      0
22       0      0      0      0      0      0       0       0      0
23       1      0      0      0      0      0       0       0      0
24       1      0      0      0      0      0       0       0      0
25       0      0      0      0      0      0       0       0      0
26       0      0      0      0      0      0       0       0      0
27       0      0      0      0      0      0       0       0      0
28       0      0      0      0      0      0       0       0      0
29       0      0      0      0      0      0       0       0      0
30       0      1      1      1      0      0       0       0      1
31       0      0      0      0      0      0       0       0      0
32       0      0      0      0      0      0       0       0      0
33       0      0      0      0      0      0       0       0      0
34       1      0      0      0      0      0       0       0      0
35       0      0      0      0      0      0       0       0      0
36       0      0      0      0      0      0       0       0      0
37       0      0      0      0      0      0       0       0      0
38       0      0      0      0      0      0       0       0      0
39       0      0      0      0      0      0       0       0      0
40       0      0      0      0      0      0       0       0      0
41       0      0      0      0      0      0       0       0      0
42       0      0      0      0      0      0       0       0      0
43       0      0      0      0      0      0       0       0      0
44       0      0      0      0      0      0       0       0      0
45       0      0      0      0      0      0       0       0      0
46       1      0      0      0      0      0       0       0      0
47       1      1      1      1      0      0       0       0      1
48       1      0      0      0      0      0       0       0      0
49       0      0      0      0      0      0       0       0      0
50       0      0      0      0      0      0       0       0      0
51       0      0      0      0      0      0       0       0      0
52       0      0      0      0      0      0       0       0      0
53       0      0      0      0      0      0       0       0      0
54       0      0      0      0      0      0       0       0      0
55       0      0      0      0      0      0       0       0      0
56       0      0      0      0      0      0       0       0      0
57       0      0      0      0      0      0       0       0      0
58       1      0      0      0      0      0       0       0      0
59       1      0      0      0      0      0       0       0      0
60       0      0      0      0      0      0       0       0      1
61       0      0      0      0      0      0       0       0      0
62       0      0      0      0      0      0       0       0      0
63       0      0      0      0      0      0       0       0      0
64       0      1      1      1      0      0       0       0      1
65       0      0      0      0      0      0       0       0      0
66       0      0      0      0      0      0       0       0      0
67       0      0      0      0      0      0       0       0      0
68       0      0      0      0      0      0       0       0      0
69       0      0      0      0      0      0       0       0      0
70       1      0      0      0      0      0       0       0      0
71       1      0      0      0      0      0       0       0      0
72       0      0      0      0      0      0       0       0      0
73       1      0      0      0      0      0       0       0      0
74       1      0      0      0      0      0       0       0      0
75       0      0      0      0      0      0       0       0      0
76       0      0      0      0      0      0       0       0      0
77       1      0      0      0      0      0       0       0      0
78       0      0      0      0      0      0       0       0      0
79       0      0      0      0      0      0       0       0      0
80       0      1      1      1      0      0       0       0      0
81       1      0      0      0      0      0       0       0      0
82       0      0      0      0      0      0       0       0      0
83       0      1      1      1      0      0       0       0      0
84       0      0      0      0      0      0       0       0      0
85       1      0      0      0      0      0       0       0      0
86       1      0      0      0      0      0       0       0      0
87       0      0      0      0      0      0       0       0      0
88       1      0      0      0      0      0       0       0      0
89       1      0      0      0      1      1       0       0      0
90       0      0      0      0      0      0       0       0      0
91       1      0      0      0      0      0       0       0      0
92       0      1      1      1      0      0       0       0      0
93       0      0      0      0      0      0       0       0      0
94       0      0      0      0      0      0       0       0      0
95       1      0      0      0      0      0       0       0      0
96       1      0      0      0      1      1       0       0      0
97       0      1      1      1      0      0       0       0      0
98       1      0      0      0      0      0       0       0      0
99       0      0      0      0      0      0       0       0      0
100      0      1      1      1      0      0       0       0      0
101      0      0      0      0      0      0       0       0      0
102      1      0      0      0      0      0       0       0      0
103      0      1      1      1      0      0       0       0      0
104      0      1      1      1      0      0       0       0      0
105      0      1      1      1      0      0       0       0      0
106      0      1      1      1      0      0       0       0      0
107      0      0      0      0      0      0       0       0      0
108      1      0      0      0      0      0       0       0      0
109      0      1      1      1      0      0       0       0      1
110      1      0      0      0      1      1       0       0      0
111      0      0      0      0      0      0       0       0      0
112      1      0      0      0      1      1       1       1      0
113      0      0      0      0      0      0       0       0      1
114      1      1      1      1      0      0       0       0      0
115      1      0      0      0      0      0       0       0      0
116      0      0      0      0      0      0       0       0      0
117      1      0      0      0      1      1       0       0      0
118      0      1      1      1      0      0       0       0      0
119      1      1      1      1      0      0       0       0      0
120      0      0      0      0      0      0       0       0      0
121      0      1      1      1      0      0       0       0      0
122      0      1      1      1      0      0       0       0      0
123      1      0      0      0      1      1       0       0      0
124      1      0      0      0      0      0       0       0      0
125      0      0      0      0      1      1       0       0      0
126      0      1      1      1      0      0       0       0      0
127      0      1      1      1      0      0       0       0      1
128      0      1      1      1      0      0       0       0      0
129      0      0      0      0      0      0       0       0      0
130      0      1      1      1      0      0       0       0      0
131      0      1      1      1      0      0       0       0      0
132      0      0      0      0      1      1       1       1      0
133      1      0      0      0      1      1       0       0      0
134      0      1      1      1      0      0       0       0      0
135      0      0      0      0      0      0       0       0      0
136      0      0      0      0      0      0       0       0      0
137      0      1      1      1      0      0       0       0      0
138      1      0      0      0      1      1       0       0      0
139      1      0      0      0      1      1       1       1      0
140      1      0      0      0      1      1       1       1      0
141      0      1      1      1      0      0       0       0      0
142      0      1      1      1      0      0       0       0      0
143      0      1      1      1      0      0       0       0      1
144      1      0      0      0      1      1       0       0      0
145      1      0      0      0      1      1       1       1      0
146      0      1      1      1      0      0       0       0      0
147      0      1      1      1      0      0       0       0      1
148      1      0      0      0      1      1       1       1      0
149      0      0      0      0      0      0       0       0      0
150      0      1      1      1      0      0       0       0      0
151      0      0      0      0      0      0       0       0      0
152      1      0      0      0      1      1       0       0      0
153      0      0      0      0      0      0       0       0      0
154      0      1      1      1      0      0       0       0      1
155      1      0      0      0      1      1       0       0      0
156      0      1      1      1      0      0       0       0      1
157      0      1      1      1      0      0       0       0      1
158      0      1      1      1      0      0       0       0      1
159      1      0      0      0      1      1       1       1      0
160      1      1      1      1      0      0       0       0      0
161      0      1      1      1      0      0       0       0      0
162      0      0      0      0      1      1       1       1      0
163      1      1      1      1      0      0       0       0      0
164      0      1      1      1      0      0       0       0      0
165      1      1      1      1      0      0       0       0      0
166      0      0      0      0      1      1       0       0      0
167      1      0      0      0      0      0       0       0      0
168      0      0      0      0      1      1       0       0      0
169      0      0      0      0      0      0       0       0      1
170      1      1      1      1      0      0       0       0      0
171      0      1      1      1      0      0       0       0      1
172      0      1      1      1      0      0       0       0      0
173      1      0      0      0      1      1       0       0      0
174      1      0      0      0      1      1       1       1      0
175      1      0      0      0      0      0       0       0      1
176      1      0      0      0      1      1       0       0      0
177      1      1      1      1      0      0       0       0      0
178      0      0      0      0      1      1       1       1      0
179      1      0      0      0      1      1       1       1      0
180      0      1      1      1      0      0       0       0      1
181      0      0      0      0      0      0       0       0      0
182      1      0      0      0      0      0       0       0      0
183      0      0      0      0      0      0       0       0      0
184      1      0      0      0      1      1       0       0      0
185      1      1      1      1      1      1       0       0      1
186      0      1      1      1      1      1       1       1      1
187      1      1      1      1      0      0       0       0      1
188      0      1      1      1      0      0       0       0      1
189      1      0      0      0      1      1       1       1      0
190      0      1      1      1      0      0       0       0      0
191      1      0      0      0      1      1       0       0      0
192      1      0      0      0      1      1       1       1      0
193      0      1      1      1      0      0       0       0      1
194      1      0      0      0      1      1       0       0      0
195      1      1      1      1      0      0       0       0      1
196      1      1      1      1      0      0       0       0      1
197      0      0      0      0      0      0       0       0      0
198      0      1      1      1      0      0       0       0      1
199      0      0      0      0      1      1       1       1      0
200      0      1      1      1      0      0       0       0      0
201      0      1      1      1      0      0       0       0      1
202      0      1      1      1      0      0       0       0      1
203      0      1      1      1      0      0       0       0      1
204      1      1      1      1      0      0       0       0      0
205      0      1      1      1      0      0       0       0      1
206      0      0      0      0      0      0       0       0      0
207      0      1      1      1      0      0       0       0      1
208      1      0      0      0      1      1       0       0      0
209      0      0      0      0      1      1       1       1      0
210      1      0      0      0      1      1       1       1      0
211      0      1      1      1      0      0       0       0      1
212      0      1      1      1      0      0       0       0      1
213      0      1      1      1      1      1       1       1      1
214      0      0      0      0      1      1       0       0      0
215      1      0      0      0      1      1       0       0      0
216      1      0      0      0      1      1       0       0      0
217      0      1      1      1      0      0       0       0      1
218      0      1      1      1      0      0       0       0      0
219      1      1      1      1      0      0       0       0      0
220      1      0      0      0      1      0       1       1      0
221      0      0      0      0      1      1       1       1      0
222      0      1      1      1      0      0       0       0      0
223      1      1      1      1      0      0       0       0      0
224      0      1      1      1      0      0       0       0      0
225      1      0      0      0      1      1       1       1      0
226      1      0      0      0      1      1       1       1      0
227      1      0      0      0      1      1       1       1      0
228      1      1      1      1      0      0       0       0      0
229      1      0      0      0      1      0       1       1      0
230      0      0      0      0      1      1       1       1      0
231      1      1      1      1      0      0       0       0      1
232      1      1      1      1      0      0       0       0      1
233      1      0      0      0      1      1       0       0      0
234      0      1      1      1      0      0       0       0      1
235      1      0      0      0      0      0       0       0      0
236      1      0      0      0      1      1       1       1      0
237      1      0      0      0      1      1       1       1      0
238      0      1      1      1      0      0       0       0      1
239      1      0      0      0      1      1       1       1      0
240      0      1      1      1      0      0       0       0      1
241      0      1      1      1      0      0       0       0      1
242      1      0      0      0      1      1       1       1      0
243      1      0      0      0      1      1       0       0      0
244      1      0      0      0      1      1       1       1      0
245      1      1      1      1      1      1       1       1      1
246      0      1      1      1      0      0       0       0      1
247      0      0      0      0      1      1       1       1      0
248      1      0      0      0      1      1       1       1      0
249      1      1      1      1      0      0       0       0      1
250      0      1      1      1      0      0       0       0      1
251      0      1      1      1      0      0       0       0      1
252      1      1      1      1      0      0       0       0      1
253      1      1      1      1      0      0       0       0      1
254      1      1      1      1      0      0       0       0      0
255      1      1      1      1      0      0       0       0      1
256      0      0      0      0      1      1       1       1      0
257      0      1      1      1      0      0       0       0      0
258      1      0      0      0      1      1       1       1      0
259      1      0      0      0      1      1       1       1      0
260      1      1      1      1      0      0       0       0      1
261      0      1      1      1      0      0       0       0      1
262      0      1      1      1      0      0       0       0      1
263      0      1      1      1      0      0       0       0      0
264      0      0      0      0      1      1       1       1      0
265      1      0      0      0      1      1       1       1      0
266      0      0      0      0      0      0       0       0      0
267      1      0      0      0      1      0       1       1      0
268      1      0      0      0      1      1       0       0      1
269      1      0      0      0      1      1       1       1      0
270      1      0      0      0      1      1       1       1      0
271      1      0      0      0      1      1       1       1      0
272      1      0      0      0      1      1       1       1      0
273      1      1      1      1      0      0       0       0      0
274      0      1      1      1      0      0       0       0      1
275      1      0      0      0      1      1       1       1      0
276      1      0      0      0      0      0       0       0      0
277      0      1      1      1      0      0       0       0      0
278      1      1      1      1      1      1       0       0      0
279      1      1      1      1      1      1       0       0      0
280      1      1      1      1      1      1       1       1      0
281      1      1      1      1      0      0       0       0      1
282      1      1      1      1      0      0       0       0      1
283      1      1      1      1      0      0       0       0      1
284      1      0      0      0      1      1       1       1      0
285      1      0      0      0      1      1       1       1      0
286      0      1      1      1      0      0       0       0      1
287      1      0      0      0      1      1       1       1      0
288      0      1      1      1      0      0       0       0      1
289      1      0      0      0      1      1       1       1      0
290      0      1      1      1      0      0       0       0      1
291      1      1      1      1      0      0       0       0      1
292      1      0      0      0      1      1       1       1      0
293      0      0      0      0      1      1       1       1      0
294      0      1      1      1      0      0       0       0      1
295      1      0      0      0      1      1       1       1      0
296      1      1      1      1      0      0       0       0      1
297      1      1      1      1      0      0       0       0      1
298      1      0      0      0      1      1       1       1      0
299      1      1      1      1      0      0       0       0      1
300      0      1      1      1      0      0       0       0      0
301      0      1      1      1      0      0       0       0      0
302      1      1      1      1      1      1       0       0      0
303      1      1      1      1      1      1       0       0      0
304      1      0      0      0      1      1       1       1      0
305      1      1      1      1      1      1       1       1      0
306      1      1      1      1      1      1       0       0      1
307      1      0      0      0      1      1       1       1      0
308      0      1      1      1      0      0       0       0      1
309      1      1      1      1      1      1       0       0      0
310      1      1      1      1      0      0       0       0      1
311      1      0      0      0      1      1       0       0      1
312      1      0      0      0      0      0       0       0      0
313      1      0      0      0      1      0       1       1      0
314      0      1      1      1      1      1       0       0      0
315      0      0      0      0      0      0       0       0      0
316      1      0      0      0      1      1       0       0      1
317      0      1      1      1      1      1       0       0      0
318      1      1      1      1      0      0       0       0      1
319      0      1      1      1      1      1       0       0      1
320      0      0      0      0      0      0       0       0      0
321      1      1      1      1      1      1       0       0      1
322      1      1      1      1      1      1       0       0      1
323      1      0      0      0      1      1       1       1      0
324      1      1      1      1      0      0       0       0      1
325      0      1      1      1      0      0       0       0      1
326      1      1      1      1      1      1       0       0      0
327      1      1      1      1      1      1       1       1      0
328      1      1      1      1      1      1       0       0      1
329      1      0      0      0      1      1       1       1      1
330      1      1      1      1      1      1       0       0      1
331      1      1      1      1      1      1       1       1      0
332      1      1      1      1      1      1       0       0      0
333      1      1      1      1      1      1       1       1      1
334      0      1      1      1      0      0       0       0      1
335      1      1      1      1      0      0       0       0      1
336      0      1      1      1      0      0       0       0      0
337      0      1      1      1      1      1       0       0      1
338      1      1      1      1      1      1       0       0      1
339      0      1      1      1      1      1       1       1      0
340      0      1      1      1      1      1       0       0      0
341      1      1      1      1      1      0       1       1      0
342      0      0      0      0      0      0       0       0      0
343      0      1      1      1      0      0       0       0      0
344      0      1      1      1      0      0       0       0      1
345      1      1      1      1      0      0       0       0      1
346      1      1      1      1      1      1       0       0      0
347      0      1      1      1      1      1       1       1      0
348      0      0      0      0      0      0       0       0      0
349      0      0      0      0      0      0       0       0      0
350      0      0      0      0      0      0       0       0      0
351      1      1      1      1      1      1       1       1      0
352      0      0      0      0      0      0       0       0      0
353      1      1      1      1      1      1       1       1      0
354      1      0      0      0      1      1       1       1      0
355      0      0      0      0      1      1       0       0      0
356      1      0      0      0      1      1       0       0      0
357      1      1      1      1      1      1       1       1      0
358      1      1      1      1      1      1       0       0      1
359      1      1      1      1      1      1       1       1      0
360      1      1      1      1      1      1       1       1      1
361      1      1      1      1      1      1       0       0      0
362      0      1      1      1      0      0       0       0      1
363      1      1      1      1      1      1       1       1      0
364      0      1      1      1      0      0       0       0      1
365      1      0      0      0      1      1       1       1      1
366      0      1      1      1      1      1       1       1      0
367      1      1      1      1      1      1       1       1      0
368      1      0      0      0      1      1       0       0      0
369      0      0      0      0      0      0       0       0      0
370      0      1      1      1      1      1       1       1      0
371      1      1      1      1      1      1       0       0      1
372      0      0      0      0      0      0       0       0      0
373      1      1      1      1      1      1       1       1      1
374      0      0      0      0      0      0       0       0      0
375      1      0      0      0      1      1       1       1      1
376      0      1      1      1      1      1       0       0      1
377      0      0      0      0      1      1       1       1      0
378      1      1      1      1      1      1       0       0      1
379      1      1      1      1      0      0       0       0      1
380      1      1      1      1      1      0       1       1      1
381      0      1      1      1      0      0       0       0      0
382      1      1      1      1      0      0       0       0      0
383      0      1      1      1      0      0       0       0      1
384      1      1      1      1      1      1       0       0      1
385      1      1      1      1      1      0       1       1      0
386      1      0      0      0      0      0       0       0      0
387      0      1      1      1      1      1       1       1      1
388      0      1      1      1      1      1       1       1      1
389      0      0      0      0      0      0       0       0      0
390      1      1      1      1      1      1       1       1      0
391      1      1      1      1      1      1       1       1      1
392      1      0      0      0      1      1       1       1      0
393      0      1      1      1      0      0       0       0      1
394      0      0      0      0      0      0       0       0      0
395      1      1      1      1      1      1       0       0      1
396      1      1      1      1      1      1       1       1      0
397      1      1      1      1      1      1       0       0      1
398      1      1      1      1      1      1       1       1      1
399      1      1      1      1      1      1       1       1      0
400      1      1      1      1      1      1       1       1      1
401      1      1      1      1      1      1       0       0      1
402      1      1      1      1      1      1       1       1      0
403      0      1      1      1      0      0       0       0      1
404      0      1      1      1      1      1       1       1      1
405      0      1      1      1      1      1       1       1      0
406      0      0      0      0      1      1       1       1      0
407      0      0      0      0      0      0       0       0      0
408      0      0      0      0      0      0       0       0      0
409      1      1      1      1      1      0       1       1      1
410      1      0      0      0      1      1       1       1      1
411      1      0      0      0      1      1       1       1      0
412      1      1      1      1      1      1       1       1      0
413      0      1      1      1      1      1       1       1      1
414      0      1      1      1      0      0       0       0      1
415      1      0      0      0      1      1       1       1      0
416      1      1      1      1      1      1       0       0      1
417      0      1      1      1      1      1       0       0      1
418      0      0      0      0      0      0       0       0      0
419      0      1      1      1      0      0       0       0      1
420      1      1      1      1      1      1       0       0      1
421      1      1      1      1      1      1       1       1      1
422      1      0      0      0      1      1       1       1      0
423      0      0      0      0      0      0       0       0      0
424      1      1      1      1      1      1       1       1      0
425      1      1      1      1      1      1       1       1      0
426      0      0      0      0      0      0       0       0      0
427      0      0      0      0      0      0       0       0      0
428      1      1      1      1      1      1       0       0      1
429      1      1      1      1      1      1       1       1      1
430      1      0      0      0      0      0       0       0      0
431      0      1      1      1      0      0       0       0      1
432      1      1      1      1      1      1       1       1      1
433      1      1      1      1      1      1       1       1      1
434      1      1      1      1      0      0       0       0      0
435      1      0      0      0      1      1       1       1      0
436      1      0      0      0      1      1       1       1      0
437      1      1      1      1      1      1       1       1      1
438      1      1      1      1      1      1       1       1      1
439      1      1      1      1      1      1       1       1      1
440      1      1      1      1      1      1       1       1      0
441      1      1      1      1      1      1       1       1      1
442      1      1      1      1      1      1       0       0      1
443      1      0      0      0      1      1       1       1      0
444      1      1      1      1      1      1       1       1      1
445      0      1      1      1      1      1       1       1      1
446      0      1      1      1      1      1       1       1      1
447      1      1      1      1      1      1       1       1      1
448      0      0      0      0      0      0       0       0      0
449      1      0      0      0      0      0       0       0      0
450      1      1      1      1      1      1       1       1      1
451      0      1      1      1      0      0       0       0      1
452      0      0      0      0      0      0       0       0      0
453      1      1      1      1      1      1       1       1      1
454      1      1      1      1      1      1       1       1      1
455      1      1      1      1      1      1       1       1      1
456      1      1      1      1      0      0       0       0      1
457      0      1      1      1      1      1       1       1      1
458      0      0      0      0      0      0       0       0      0
459      0      0      0      0      0      0       0       0      0
460      1      1      1      1      1      0       1       1      1
461      0      1      1      1      1      1       0       0      0
462      1      1      1      1      1      0       1       1      1
463      1      0      0      0      0      0       0       0      0
464      1      1      1      1      1      0       1       1      1
465      1      0      0      0      1      1       1       1      0
466      1      1      1      1      1      1       1       1      1
467      1      1      1      1      1      1       1       1      0
468      0      1      1      1      1      1       1       1      1
469      1      1      1      1      1      1       1       1      1
470      1      1      1      1      1      1       1       1      1
471      1      1      1      1      1      1       1       1      1
472      1      1      1      1      1      1       1       1      1
473      0      1      1      1      1      1       1       1      1
474      1      1      1      1      1      1       1       1      1
475      1      1      1      1      1      1       0       0      0
476      1      1      1      1      1      1       1       1      1
477      0      0      0      0      0      0       0       0      0
478      1      1      1      1      1      1       1       1      1
479      1      0      0      0      1      1       0       0      0
480      0      1      1      1      0      0       0       0      1
481      0      1      1      1      1      1       1       1      0
482      1      0      0      0      0      0       0       0      0
483      0      0      0      0      1      1       1       1      0
484      1      1      1      1      0      0       0       0      1
485      0      1      1      1      1      1       1       1      0
486      1      0      0      0      0      0       0       0      0
487      0      1      1      1      0      0       0       0      0
488      0      1      1      1      0      0       0       0      1
489      1      0      0      0      1      1       1       1      0
490      1      1      1      1      1      1       1       1      1
491      0      1      1      1      1      1       1       1      0
492      0      1      1      1      1      1       0       0      1
493      1      1      1      1      1      1       1       1      0
494      1      0      0      0      1      1       1       1      0
495      1      1      1      1      1      1       1       1      0
496      0      1      1      1      0      0       0       0      0
497      0      1      1      1      0      0       0       0      0
498      0      1      1      1      0      0       0       0      1
499      1      0      0      0      1      1       1       1      0
500      0      0      0      0      1      1       1       1      0
501      1      0      0      0      1      1       1       1      0
502      1      0      0      0      0      0       0       0      0
503      0      1      1      1      0      0       0       0      1
504      1      1      1      1      0      0       0       0      0
505      1      0      0      0      1      1       1       1      0
506      1      1      1      1      1      1       1       1      1
507      1      1      1      1      1      1       0       0      1
508      1      1      1      1      1      1       1       1      0
509      1      0      0      0      1      1       1       1      0
510      1      1      1      1      1      1       0       0      1
511      0      1      1      1      0      0       0       0      1
512      0      1      1      1      0      0       0       0      1
513      1      0      0      0      1      1       0       0      0
514      0      1      1      1      0      0       0       0      0
515      0      1      1      1      0      0       0       0      1
516      0      0      0      0      1      1       1       1      0
517      0      1      1      1      0      0       0       0      1
518      0      1      1      1      0      0       0       0      0
519      0      1      1      1      0      0       0       0      0
520      0      1      1      1      0      0       0       0      1
521      0      0      0      0      1      1       1       1      0
522      0      1      1      1      1      1       1       1      1
523      1      0      0      0      1      1       0       0      0
524      0      0      0      0      1      1       0       0      0
525      1      0      0      0      1      1       0       0      0
526      1      0      0      0      1      1       0       0      0
527      0      1      1      1      0      0       0       0      1
528      0      1      1      1      1      1       1       1      1
529      0      1      1      1      0      0       0       0      1
530      0      1      1      1      1      1       1       1      1
531      1      0      0      0      1      1       0       0      0
532      1      0      0      0      1      1       1       1      0
533      1      1      1      1      1      1       1       1      1
534      1      1      1      1      1      1       1       1      1
535      0      1      1      1      0      0       0       0      1
536      0      1      1      1      0      0       0       0      1
537      0      0      0      0      1      1       1       1      0
538      1      1      1      1      1      1       1       1      1
539      0      1      1      1      0      0       0       0      1
540      0      1      1      1      0      0       0       0      1
541      1      0      0      0      1      1       1       1      0
542      1      0      0      0      1      1       1       1      0
543      1      0      0      0      1      1       1       1      0
544      0      1      1      1      0      0       0       0      0
545      1      1      1      1      0      0       0       0      0
546      0      1      1      1      0      0       0       0      1
547      0      0      0      0      1      1       1       1      0
548      1      0      0      0      1      1       1       1      0
549      1      0      0      0      1      1       1       1      0
550      1      0      0      0      1      1       1       1      0
551      1      0      0      0      1      1       1       1      0
552      0      0      0      0      1      1       1       1      0
553      1      0      0      0      1      1       1       1      0
554      1      0      0      0      1      0       1       1      0
555      0      1      1      1      0      0       0       0      1
556      1      1      1      1      0      0       0       0      1
557      1      0      0      0      1      1       1       1      0
558      1      0      0      0      1      1       1       1      0
559      1      1      1      1      1      1       1       1      1
560      1      0      0      0      1      1       1       1      0
561      1      0      0      0      1      1       1       1      0
562      1      0      0      0      1      1       1       1      0
563      0      0      0      0      1      1       1       1      0
564      0      1      1      1      0      0       0       0      1
565      1      0      0      0      1      1       1       1      0
566      0      1      1      1      0      0       0       0      1
567      1      1      1      1      0      0       0       0      1
568      0      1      1      1      0      0       0       0      1
569      0      1      1      1      0      0       0       0      1
570      1      1      1      1      1      1       1       1      1
571      1      1      1      1      1      1       1       1      0
572      1      1      1      1      0      0       0       0      1
573      0      1      1      1      1      1       1       1      0
574      1      1      1      1      0      0       0       0      0
575      1      0      0      0      1      1       1       1      0
576      1      1      1      1      1      1       1       1      0
577      1      0      0      0      1      1       1       1      0
578      1      1      1      1      1      1       1       1      1
579      0      1      1      1      0      0       0       0      1
580      1      1      1      1      0      0       0       0      1
581      1      1      1      1      1      1       1       1      0
582      1      1      1      1      1      1       1       1      0
583      1      1      1      1      1      1       0       0      0
584      1      1      1      1      0      0       0       0      1
585      1      0      0      0      1      1       0       0      1
586      1      1      1      1      1      1       1       1      0
587      1      1      1      1      0      0       0       0      1
588      1      1      1      1      1      1       1       1      0
589      1      1      1      1      1      1       0       0      1
590      1      1      1      1      1      1       1       1      1
591      1      1      1      1      1      1       1       1      0
592      1      1      1      1      1      1       1       1      0
593      1      1      1      1      1      1       1       1      1
594      1      1      1      1      1      1       1       1      0
595      1      1      1      1      1      1       1       1      1
596      1      1      1      1      1      1       1       1      1
597      1      1      1      1      1      1       0       0      0
598      1      1      1      1      0      0       0       0      1
599      0      1      1      1      1      1       1       1      0
600      0      1      1      1      1      1       0       0      1
601      1      1      1      1      1      1       1       1      0
602      1      1      1      1      1      1       0       0      1
603      1      1      1      1      1      1       1       1      0
604      0      1      1      1      1      1       1       1      0
605      1      1      1      1      1      1       1       1      0
606      1      1      1      1      1      1       1       1      1
607      1      1      1      1      1      1       1       1      0
608      1      1      1      1      1      1       1       1      0
609      1      1      1      1      1      1       1       1      0
610      1      1      1      1      1      1       1       1      1
611      0      1      1      1      1      1       1       1      0
612      1      1      1      1      1      1       0       0      1
613      1      1      1      1      1      1       1       1      0
614      1      1      1      1      1      1       0       0      1
615      0      1      1      1      1      1       1       1      1
616      1      1      1      1      1      1       1       1      1
617      1      1      1      1      1      1       1       1      1
618      1      1      1      1      1      1       1       1      1
619      1      1      1      1      1      1       1       1      0
620      1      1      1      1      1      1       0       0      1
621      1      1      1      1      1      1       1       1      1
622      1      1      1      1      1      1       1       1      1
623      0      1      1      1      1      1       1       1      1
624      1      1      1      1      1      1       1       1      1
625      1      1      1      1      1      1       1       1      1
626      1      1      1      1      1      1       1       1      1
627      1      1      1      1      1      1       1       1      1
628      0      1      1      1      1      1       1       1      1
629      1      1      1      1      1      1       1       1      1
630      1      1      1      1      1      1       1       1      1
631      1      1      1      1      1      1       1       1      1
632      1      1      1      1      1      1       1       1      1
633      1      1      1      1      1      1       1       1      1
634      1      1      1      1      1      1       1       1      1
635      1      1      1      1      1      1       1       1      1
636      1      1      1      1      1      1       1       1      1
637      0      1      1      1      1      1       1       1      1
638      1      1      1      1      1      1       1       1      1
639      1      1      1      1      1      1       1       1      1
     id_04  id_18  id_22  id_23  id_27  id_21  id_07  id_08  id_26  id_25
640 153335 190152 275909 275909 275909 275922 275926 275926 275930 275969
1        0      0      0      0      0      0      0      0      0      0
2        0      0      0      0      0      0      0      0      0      0
3        0      0      0      0      0      0      0      0      0      0
4        0      0      0      0      0      0      0      0      0      0
5        0      0      0      0      0      0      0      0      0      0
6        0      0      0      0      0      0      0      0      0      0
7        0      0      0      0      0      0      0      0      0      0
8        0      0      0      0      0      0      0      0      0      0
9        0      0      0      0      0      0      0      0      0      0
10       0      0      0      0      0      0      0      0      0      0
11       0      0      0      0      0      0      0      0      0      0
12       0      0      0      0      0      0      0      0      0      0
13       0      1      0      0      0      0      0      0      0      0
14       0      0      0      0      0      0      0      0      0      0
15       0      0      0      0      0      0      0      0      0      0
16       0      0      0      0      0      0      0      0      0      0
17       0      1      0      0      0      0      0      0      0      0
18       0      0      0      0      0      0      0      0      0      0
19       0      0      0      0      0      0      0      0      0      0
20       0      0      0      0      0      0      0      0      0      0
21       0      0      0      0      0      0      0      0      0      0
22       0      0      0      0      0      0      0      0      0      0
23       0      0      0      0      0      0      0      0      0      0
24       0      0      0      0      0      0      0      0      0      0
25       0      1      0      0      0      0      0      0      0      0
26       0      0      0      0      0      0      0      0      0      0
27       0      0      0      0      0      0      0      0      0      0
28       0      0      0      0      0      0      0      0      0      0
29       0      0      0      0      0      0      0      0      0      0
30       1      0      0      0      0      0      0      0      0      0
31       0      1      0      0      0      0      0      0      0      0
32       0      0      0      0      0      0      0      0      0      0
33       0      0      0      0      0      0      0      0      0      0
34       0      0      0      0      0      0      0      0      0      0
35       0      0      0      0      0      0      0      0      0      0
36       0      0      0      0      0      0      0      0      0      0
37       0      0      0      0      0      0      0      0      0      0
38       0      1      0      0      0      0      0      0      0      0
39       0      0      0      0      0      0      0      0      0      0
40       0      1      0      0      0      0      0      0      0      0
41       0      0      0      0      0      0      0      0      0      0
42       0      1      0      0      0      0      0      0      0      0
43       0      0      0      0      0      0      0      0      0      0
44       0      0      0      0      0      0      0      0      0      0
45       0      0      0      0      0      0      0      0      0      0
46       0      0      0      0      0      0      0      0      0      0
47       1      0      0      0      0      0      0      0      0      0
48       0      0      0      0      0      0      0      0      0      0
49       0      0      0      0      0      0      0      0      0      0
50       0      0      0      0      0      0      0      0      0      0
51       0      1      0      0      0      0      0      0      0      0
52       0      0      0      0      0      0      0      0      0      0
53       0      0      0      0      0      0      0      0      0      0
54       0      1      0      0      0      0      0      0      0      0
55       0      0      0      0      0      0      0      0      0      0
56       0      1      0      0      0      0      0      0      0      0
57       0      0      0      0      0      0      0      0      0      0
58       0      0      0      0      0      0      0      0      0      0
59       0      0      0      0      0      0      0      0      0      0
60       1      0      0      0      0      0      0      0      0      0
61       0      1      0      0      0      0      0      0      0      0
62       0      1      0      0      0      0      0      0      0      0
63       0      1      0      0      0      0      0      0      0      0
64       1      0      0      0      0      0      0      0      0      0
65       0      0      0      0      0      0      0      0      0      0
66       0      1      0      0      0      0      0      0      0      0
67       0      1      0      0      0      0      0      0      0      0
68       0      1      0      0      0      0      0      0      0      0
69       0      0      0      0      0      0      0      0      0      0
70       0      0      0      0      0      0      0      0      0      0
71       0      1      0      0      0      0      0      0      0      0
72       0      0      0      0      0      0      0      0      0      0
73       0      0      0      0      0      0      0      0      0      0
74       0      1      0      0      0      0      0      0      0      0
75       0      1      0      0      0      0      0      0      0      0
76       0      1      0      0      0      0      0      0      0      0
77       0      0      0      0      0      0      0      0      0      0
78       0      1      0      0      0      0      0      0      0      0
79       0      1      0      0      0      0      0      0      0      0
80       0      0      0      0      0      0      0      0      0      0
81       0      1      0      0      0      0      0      0      0      0
82       0      1      0      0      0      0      0      0      0      0
83       0      0      0      0      0      0      0      0      0      0
84       0      0      0      0      0      0      0      0      0      0
85       0      0      0      0      0      0      0      0      0      0
86       0      1      0      0      0      0      0      0      0      0
87       0      1      0      0      0      0      0      0      0      0
88       0      1      0      0      0      0      0      0      0      0
89       0      0      0      0      0      0      0      0      0      0
90       0      1      0      0      0      0      0      0      0      0
91       0      0      0      0      0      0      0      0      0      0
92       0      0      0      0      0      0      0      0      0      0
93       0      0      1      1      1      1      1      1      1      1
94       0      0      1      1      1      1      1      1      1      0
95       0      1      0      0      0      0      0      0      0      0
96       0      0      0      0      0      0      0      0      0      0
97       0      1      0      0      0      0      0      0      0      0
98       0      1      0      0      0      0      0      0      0      0
99       0      1      0      0      0      0      0      0      0      0
100      0      0      0      0      0      0      0      0      0      0
101      0      1      0      0      0      0      0      0      0      0
102      0      1      0      0      0      0      0      0      0      0
103      0      0      0      0      0      0      0      0      0      0
104      0      0      0      0      0      0      0      0      0      0
105      0      0      0      0      0      0      0      0      0      0
106      0      1      0      0      0      0      0      0      0      0
107      0      1      0      0      0      0      0      0      0      0
108      0      1      0      0      0      0      0      0      0      0
109      1      0      0      0      0      0      0      0      0      0
110      0      0      0      0      0      0      0      0      0      0
111      0      0      1      1      1      1      1      1      1      1
112      0      0      0      0      0      0      0      0      0      0
113      1      0      0      0      0      0      0      0      0      0
114      0      0      0      0      0      0      0      0      0      0
115      0      1      0      0      0      0      0      0      0      0
116      0      0      1      1      1      1      1      1      1      1
117      0      0      0      0      0      0      0      0      0      0
118      0      0      0      0      0      0      0      0      0      0
119      0      0      0      0      0      0      0      0      0      0
120      0      0      1      1      1      1      1      1      1      0
121      0      0      0      0      0      0      0      0      0      0
122      0      1      0      0      0      0      0      0      0      0
123      0      0      0      0      0      0      0      0      0      0
124      0      1      0      0      0      0      0      0      0      0
125      0      0      0      0      0      0      0      0      0      0
126      0      0      0      0      0      0      0      0      0      0
127      1      0      0      0      0      0      0      0      0      0
128      0      1      0      0      0      0      0      0      0      0
129      0      0      1      1      1      1      1      1      1      1
130      0      1      0      0      0      0      0      0      0      0
131      0      0      0      0      0      0      0      0      0      0
132      0      0      0      0      0      0      0      0      0      0
133      0      1      0      0      0      0      0      0      0      0
134      0      0      0      0      0      0      0      0      0      0
135      0      0      1      1      1      1      1      1      0      1
136      0      0      1      1      1      1      1      1      0      1
137      0      1      0      0      0      0      0      0      0      0
138      0      0      0      0      0      0      0      0      0      0
139      0      0      0      0      0      0      0      0      0      0
140      0      0      0      0      0      0      0      0      0      0
141      0      0      0      0      0      0      0      0      0      0
142      0      1      0      0      0      0      0      0      0      0
143      1      0      0      0      0      0      0      0      0      0
144      0      0      0      0      0      0      0      0      0      0
145      0      0      0      0      0      0      0      0      0      0
146      0      1      0      0      0      0      0      0      0      0
147      1      0      0      0      0      0      0      0      0      0
148      0      0      0      0      0      0      0      0      0      0
149      0      0      1      1      1      1      1      1      1      1
150      0      0      0      0      0      0      0      0      0      0
151      0      0      1      1      1      1      1      1      1      1
152      0      0      0      0      0      0      0      0      0      0
153      0      0      1      1      1      1      1      1      1      1
154      1      0      0      0      0      0      0      0      0      0
155      0      1      0      0      0      0      0      0      0      0
156      1      0      0      0      0      0      0      0      0      0
157      1      0      0      0      0      0      0      0      0      0
158      1      0      0      0      0      0      0      0      0      0
159      0      0      0      0      0      0      0      0      0      0
160      0      1      0      0      0      0      0      0      0      0
161      0      0      0      0      0      0      0      0      0      0
162      0      0      0      0      0      0      0      0      0      0
163      0      0      0      0      0      0      0      0      0      0
164      0      1      0      0      0      0      0      0      0      0
165      0      0      0      0      0      0      0      0      0      0
166      0      1      0      0      0      0      0      0      0      0
167      0      1      0      0      0      0      0      0      0      0
168      0      0      0      0      0      0      0      0      0      0
169      1      1      0      0      0      0      0      0      0      0
170      0      1      0      0      0      0      0      0      0      0
171      1      0      0      0      0      0      0      0      0      0
172      0      1      0      0      0      0      0      0      0      0
173      0      1      0      0      0      0      0      0      0      0
174      0      0      0      0      0      0      0      0      0      0
175      1      0      0      0      0      0      0      0      0      0
176      0      0      0      0      0      0      0      0      0      0
177      0      0      0      0      0      0      0      0      0      0
178      0      0      0      0      0      0      0      0      0      0
179      0      0      0      0      0      0      0      0      0      0
180      1      0      0      0      0      0      0      0      0      0
181      0      0      1      1      1      1      1      1      1      1
182      0      0      1      1      1      1      1      1      1      1
183      0      0      1      1      1      1      1      1      1      1
184      0      0      0      0      0      0      0      0      0      0
185      1      0      0      0      0      0      0      0      0      0
186      1      0      0      0      0      0      0      0      0      0
187      1      0      0      0      0      0      0      0      0      0
188      1      0      0      0      0      0      0      0      0      0
189      0      0      0      0      0      0      0      0      0      0
190      0      1      0      0      0      0      0      0      0      0
191      0      0      0      0      0      0      0      0      0      0
192      0      0      0      0      0      0      0      0      0      0
193      1      0      0      0      0      0      0      0      0      0
194      0      1      0      0      0      0      0      0      0      0
195      1      0      0      0      0      0      0      0      0      0
196      1      0      0      0      0      0      0      0      0      0
197      0      0      1      1      1      1      1      1      1      1
198      1      0      0      0      0      0      0      0      0      0
199      0      0      0      0      0      0      0      0      0      0
200      0      0      0      0      0      0      0      0      0      0
201      1      1      0      0      0      0      0      0      0      0
202      1      0      0      0      0      0      0      0      0      0
203      1      1      0      0      0      0      0      0      0      0
204      0      0      0      0      0      0      0      0      0      0
205      1      1      0      0      0      0      0      0      0      0
206      0      0      1      1      1      1      1      1      1      1
207      1      0      0      0      0      0      0      0      0      0
208      0      1      0      0      0      0      0      0      0      0
209      0      0      0      0      0      0      0      0      0      0
210      0      0      0      0      0      0      0      0      0      0
211      1      0      0      0      0      0      0      0      0      0
212      1      0      0      0      0      0      0      0      0      0
213      1      0      0      0      0      0      0      0      0      0
214      0      1      0      0      0      0      0      0      0      0
215      0      1      0      0      0      0      0      0      0      0
216      0      1      0      0      0      0      0      0      0      0
217      1      0      0      0      0      0      0      0      0      0
218      0      1      0      0      0      0      0      0      0      0
219      0      1      0      0      0      0      0      0      0      0
220      0      0      0      0      0      0      0      0      0      0
221      0      0      0      0      0      0      0      0      0      0
222      0      0      1      1      1      1      1      1      1      1
223      0      1      0      0      0      0      0      0      0      0
224      0      1      0      0      0      0      0      0      0      0
225      0      1      0      0      0      0      0      0      0      0
226      0      1      0      0      0      0      0      0      0      0
227      0      0      0      0      0      0      0      0      0      0
228      0      1      0      0      0      0      0      0      0      0
229      0      1      0      0      0      0      0      0      0      0
230      0      1      0      0      0      0      0      0      0      0
231      1      0      0      0      0      0      0      0      0      0
232      1      0      0      0      0      0      0      0      0      0
233      0      1      0      0      0      0      0      0      0      0
234      1      1      0      0      0      0      0      0      0      0
235      0      0      1      1      1      1      1      1      1      1
236      0      0      0      0      0      0      0      0      0      0
237      0      1      0      0      0      0      0      0      0      0
238      1      0      0      0      0      0      0      0      0      0
239      0      0      0      0      0      0      0      0      0      0
240      1      1      0      0      0      0      0      0      0      0
241      1      0      0      0      0      0      0      0      0      0
242      0      0      0      0      0      0      0      0      0      0
243      0      1      0      0      0      0      0      0      0      0
244      0      1      0      0      0      0      0      0      0      0
245      1      0      0      0      0      0      0      0      0      0
246      1      1      0      0      0      0      0      0      0      0
247      0      0      0      0      0      0      0      0      0      0
248      0      0      0      0      0      0      0      0      0      0
249      1      0      0      0      0      0      0      0      0      0
250      1      1      0      0      0      0      0      0      0      0
251      1      0      0      0      0      0      0      0      0      0
252      1      1      0      0      0      0      0      0      0      0
253      1      1      0      0      0      0      0      0      0      0
254      0      1      0      0      0      0      0      0      0      0
255      1      0      0      0      0      0      0      0      0      0
256      0      1      0      0      0      0      0      0      0      0
257      0      1      0      0      0      0      0      0      0      0
258      0      0      0      0      0      0      0      0      0      0
259      0      0      0      0      0      0      0      0      0      0
260      1      0      0      0      0      0      0      0      0      0
261      1      1      0      0      0      0      0      0      0      0
262      1      1      0      0      0      0      0      0      0      0
263      0      0      1      1      1      1      1      1      1      1
264      0      1      0      0      0      0      0      0      0      0
265      0      1      0      0      0      0      0      0      0      0
266      0      0      1      1      1      1      1      1      1      1
267      0      1      0      0      0      0      0      0      0      0
268      1      0      0      0      0      0      0      0      0      0
269      0      1      0      0      0      0      0      0      0      0
270      0      1      0      0      0      0      0      0      0      0
271      0      1      0      0      0      0      0      0      0      0
272      0      1      0      0      0      0      0      0      0      0
273      0      1      0      0      0      0      0      0      0      0
274      1      1      0      0      0      0      0      0      0      0
275      0      0      0      0      0      0      0      0      0      0
276      0      0      1      1      1      1      1      1      1      1
277      0      0      1      1      1      1      1      1      1      1
278      0      0      0      0      0      0      0      0      0      0
279      0      0      0      0      0      0      0      0      0      0
280      0      0      0      0      0      0      0      0      0      0
281      1      0      0      0      0      0      0      0      0      0
282      1      1      0      0      0      0      0      0      0      0
283      1      0      0      0      0      0      0      0      0      0
284      0      1      0      0      0      0      0      0      0      0
285      0      1      0      0      0      0      0      0      0      0
286      1      1      0      0      0      0      0      0      0      0
287      0      0      0      0      0      0      0      0      0      0
288      1      1      0      0      0      0      0      0      0      0
289      0      1      0      0      0      0      0      0      0      0
290      1      0      0      0      0      0      0      0      0      0
291      1      0      0      0      0      0      0      0      0      0
292      0      1      0      0      0      0      0      0      0      0
293      0      1      0      0      0      0      0      0      0      0
294      1      1      0      0      0      0      0      0      0      0
295      0      1      0      0      0      0      0      0      0      0
296      1      1      0      0      0      0      0      0      0      0
297      1      1      0      0      0      0      0      0      0      0
298      0      1      0      0      0      0      0      0      0      0
299      1      0      0      0      0      0      0      0      0      0
300      0      0      1      1      1      1      1      1      1      1
301      0      0      1      1      1      1      1      1      1      1
302      0      0      0      0      0      0      0      0      0      0
303      0      0      0      0      0      0      0      0      0      0
304      0      1      0      0      0      0      0      0      0      0
305      0      0      0      0      0      0      0      0      0      0
306      1      0      0      0      0      0      0      0      0      0
307      0      1      0      0      0      0      0      0      0      0
308      1      1      0      0      0      0      0      0      0      0
309      0      0      0      0      0      0      0      0      0      0
310      1      0      0      0      0      0      0      0      0      0
311      1      0      0      0      0      0      0      0      0      0
312      0      0      1      1      1      1      1      1      1      1
313      0      1      0      0      0      0      0      0      0      0
314      0      0      0      0      0      0      0      0      0      0
315      0      0      1      1      1      1      0      0      1      1
316      1      1      0      0      0      0      0      0      0      0
317      0      1      0      0      0      0      0      0      0      0
318      1      1      0      0      0      0      0      0      0      0
319      1      0      0      0      0      0      0      0      0      0
320      0      0      1      1      1      1      1      1      1      1
321      1      0      0      0      0      0      0      0      0      0
322      1      0      0      0      0      0      0      0      0      0
323      0      1      0      0      0      0      0      0      0      0
324      1      1      0      0      0      0      0      0      0      0
325      1      1      0      0      0      0      0      0      0      0
326      0      0      0      0      0      0      0      0      0      0
327      0      0      0      0      0      0      0      0      0      0
328      1      0      0      0      0      0      0      0      0      0
329      1      0      0      0      0      0      0      0      0      0
330      1      0      0      0      0      0      0      0      0      0
331      0      0      0      0      0      0      0      0      0      0
332      0      1      0      0      0      0      0      0      0      0
333      1      0      0      0      0      0      0      0      0      0
334      1      0      1      1      1      1      1      1      1      1
335      1      1      0      0      0      0      0      0      0      0
336      0      0      1      1      1      1      1      1      1      1
337      1      0      0      0      0      0      0      0      0      0
338      1      0      0      0      0      0      0      0      0      0
339      0      0      0      0      0      0      0      0      0      0
340      0      1      0      0      0      0      0      0      0      0
341      0      0      0      0      0      0      0      0      0      0
342      0      0      1      1      1      1      1      1      1      1
343      0      0      1      1      1      1      1      1      1      1
344      1      0      1      1      1      1      1      1      1      0
345      1      1      0      0      0      0      0      0      0      0
346      0      1      0      0      0      0      0      0      0      0
347      0      0      0      0      0      0      0      0      0      0
348      0      0      1      1      1      1      0      0      1      1
349      0      1      1      1      1      1      0      0      1      1
350      0      0      1      1      1      1      1      1      1      0
351      0      0      0      0      0      0      0      0      0      0
352      0      0      1      1      1      1      1      1      1      1
353      0      0      0      0      0      0      0      0      0      0
354      0      0      1      1      1      1      0      0      1      1
355      0      0      1      1      1      1      1      1      1      1
356      0      0      1      1      1      1      1      1      1      1
357      0      0      0      0      0      0      0      0      0      0
358      1      0      0      0      0      0      0      0      0      0
359      0      0      0      0      0      0      0      0      0      0
360      1      0      0      0      0      0      0      0      0      0
361      0      1      0      0      0      0      0      0      0      0
362      1      0      1      1      1      1      1      1      1      1
363      0      1      0      0      0      0      0      0      0      0
364      1      0      1      1      1      1      1      1      1      1
365      1      0      0      0      0      0      0      0      0      0
366      0      0      0      0      0      0      0      0      0      0
367      0      0      0      0      0      0      0      0      0      0
368      0      0      1      1      1      1      1      1      1      1
369      0      0      1      1      1      1      1      1      1      1
370      0      1      0      0      0      0      0      0      0      0
371      1      1      0      0      0      0      0      0      0      0
372      0      0      1      1      1      1      1      1      1      1
373      1      0      0      0      0      0      0      0      0      0
374      0      0      1      1      1      1      1      1      1      1
375      1      1      0      0      0      0      0      0      0      0
376      1      1      0      0      0      0      0      0      0      0
377      0      0      1      1      1      1      1      1      1      1
378      1      0      0      0      0      0      0      0      0      0
379      1      1      0      0      0      0      0      0      0      0
380      1      0      0      0      0      0      0      0      0      0
381      0      0      1      1      1      1      1      1      1      1
382      0      0      1      1      1      1      1      1      1      1
383      1      0      1      1      1      1      1      1      1      1
384      1      0      0      0      0      0      0      0      0      0
385      0      1      0      0      0      0      0      0      0      0
386      0      1      1      1      1      1      1      1      1      1
387      1      0      0      0      0      0      0      0      0      0
388      1      0      0      0      0      0      0      0      0      0
389      0      0      1      1      1      1      1      1      1      1
390      0      0      0      0      0      0      0      0      0      0
391      1      0      0      0      0      0      0      0      0      0
392      0      0      1      1      1      0      1      1      1      1
393      1      0      1      1      1      1      1      1      1      0
394      0      0      1      1      1      1      1      1      1      1
395      1      1      0      0      0      0      0      0      0      0
396      0      0      0      0      0      0      0      0      0      0
397      1      0      0      0      0      0      0      0      0      0
398      1      0      0      0      0      0      0      0      0      0
399      0      1      0      0      0      0      0      0      0      0
400      1      0      0      0      0      0      0      0      0      0
401      1      1      0      0      0      0      0      0      0      0
402      0      1      0      0      0      0      0      0      0      0
403      1      0      1      1      1      1      1      1      1      1
404      1      0      0      0      0      0      0      0      0      0
405      0      1      0      0      0      0      0      0      0      0
406      0      0      1      1      1      1      1      1      1      1
407      0      0      1      1      1      1      1      1      1      1
408      0      0      1      1      1      1      1      1      1      1
409      1      0      0      0      0      0      0      0      0      0
410      1      1      0      0      0      0      0      0      0      0
411      0      0      1      1      1      1      1      1      1      1
412      0      1      0      0      0      0      0      0      0      0
413      1      1      0      0      0      0      0      0      0      0
414      1      0      1      1      1      1      1      1      1      1
415      0      0      1      1      1      1      1      1      1      1
416      1      1      0      0      0      0      0      0      0      0
417      1      1      0      0      0      0      0      0      0      0
418      0      1      1      1      1      1      1      1      1      1
419      1      0      1      1      1      1      1      1      1      1
420      1      1      0      0      0      0      0      0      0      0
421      1      0      0      0      0      0      0      0      0      0
422      0      0      1      1      1      1      1      1      1      1
423      0      1      1      1      1      1      1      1      1      1
424      0      1      0      0      0      0      0      0      0      0
425      0      1      0      0      0      0      0      0      0      0
426      0      1      1      1      1      1      1      1      1      1
427      0      1      1      1      1      1      1      1      1      1
428      1      1      0      0      0      0      0      0      0      0
429      1      1      0      0      0      0      0      0      0      0
430      0      0      1      1      1      1      1      1      1      1
431      1      0      1      1      1      1      0      0      1      1
432      1      0      0      0      0      0      0      0      0      0
433      1      0      0      0      0      0      0      0      0      0
434      0      0      1      1      1      1      1      1      1      1
435      0      0      1      1      1      1      1      1      1      0
436      0      0      1      1      1      1      1      1      0      1
437      1      0      0      0      0      0      0      0      0      0
438      1      0      0      0      0      0      0      0      0      0
439      1      0      0      0      0      0      0      0      0      0
440      0      1      0      0      0      0      0      0      0      0
441      1      1      0      0      0      0      0      0      0      0
442      1      1      0      0      0      0      0      0      0      0
443      0      0      1      1      1      1      1      1      1      1
444      1      0      0      0      0      0      0      0      0      0
445      1      0      0      0      0      0      0      0      0      0
446      1      1      0      0      0      0      0      0      0      0
447      1      0      0      0      0      0      0      0      0      0
448      0      1      1      1      1      1      1      1      1      1
449      0      1      1      1      1      1      1      1      1      1
450      1      0      0      0      0      0      0      0      0      0
451      1      0      1      1      1      1      1      1      1      1
452      0      0      1      1      1      1      1      1      1      1
453      1      1      0      0      0      0      0      0      0      0
454      1      0      0      0      0      0      0      0      0      0
455      1      1      0      0      0      0      0      0      0      0
456      1      0      1      1      1      1      1      1      1      1
457      1      1      0      0      0      0      0      0      0      0
458      0      1      1      1      1      1      1      1      1      1
459      0      1      1      1      1      1      1      1      1      1
460      1      1      0      0      0      0      0      0      0      0
461      0      0      1      1      1      1      1      1      1      1
462      1      0      0      0      0      0      0      0      0      0
463      0      0      1      1      1      1      1      1      1      1
464      1      1      0      0      0      0      0      0      0      0
465      0      0      1      1      1      1      0      0      1      1
466      1      1      0      0      0      0      0      0      0      0
467      0      0      1      1      1      1      0      0      1      1
468      1      1      0      0      0      0      0      0      0      0
469      1      1      0      0      0      0      0      0      0      0
470      1      0      0      0      0      0      0      0      0      0
471      1      1      0      0      0      0      0      0      0      0
472      1      1      0      0      0      0      0      0      0      0
473      1      1      0      0      0      0      0      0      0      0
474      1      1      0      0      0      0      0      0      0      0
475      0      0      1      1      1      1      1      1      1      1
476      1      1      0      0      0      0      0      0      0      0
477      0      1      1      1      1      1      1      1      1      1
478      1      1      0      0      0      0      0      0      0      0
479      0      0      1      1      1      1      1      1      1      1
480      1      0      1      1      1      1      1      1      1      1
481      0      0      1      1      1      1      1      1      1      1
482      0      0      1      1      1      1      1      1      1      1
483      0      0      1      1      1      1      1      1      1      1
484      1      0      1      1      1      1      1      1      1      1
485      0      0      1      1      1      1      1      1      1      1
486      0      1      1      1      1      1      1      1      1      1
487      0      0      1      1      1      1      1      1      1      1
488      1      0      1      1      1      1      1      1      1      1
489      0      0      1      1      1      1      1      1      1      1
490      1      1      0      0      0      0      0      0      0      0
491      0      0      1      1      1      1      1      1      1      1
492      1      0      1      1      1      1      1      1      1      1
493      0      0      1      1      1      1      1      1      1      1
494      0      0      1      1      1      1      1      1      1      1
495      0      0      1      1      1      1      1      1      1      1
496      0      0      1      1      1      1      1      1      1      1
497      0      0      1      1      1      1      1      1      1      1
498      1      0      1      1      1      1      1      1      1      1
499      0      0      1      1      1      1      1      1      1      1
500      0      0      1      1      1      1      1      1      1      1
501      0      0      1      1      1      1      1      1      1      1
502      0      1      1      1      1      1      1      1      1      1
503      1      0      1      1      1      1      1      1      1      1
504      0      1      1      1      1      1      1      1      0      1
505      0      0      1      1      1      1      1      1      1      0
506      1      0      1      1      1      1      0      0      1      1
507      1      0      1      1      1      1      1      1      1      1
508      0      0      1      1      1      1      1      1      1      1
509      0      0      1      1      1      1      1      1      1      1
510      1      0      1      1      1      1      1      1      1      1
511      1      0      1      1      1      1      1      1      1      1
512      1      0      1      1      1      1      1      1      1      1
513      0      0      1      1      1      1      1      1      1      1
514      0      1      1      1      1      1      1      1      1      1
515      1      0      1      1      1      1      1      1      1      1
516      0      0      1      1      1      1      1      1      1      1
517      1      0      1      1      1      1      1      1      1      1
518      0      1      1      1      1      1      1      1      1      1
519      0      0      1      1      1      1      1      1      1      1
520      1      1      1      1      1      1      1      1      1      1
521      0      1      1      1      1      1      1      1      1      0
522      1      0      1      1      1      1      1      1      1      1
523      0      1      1      1      1      1      1      1      1      1
524      0      1      1      1      1      1      1      1      1      1
525      0      1      1      1      1      1      1      1      1      1
526      0      1      1      1      1      1      1      1      1      1
527      1      1      1      1      1      1      1      1      1      0
528      1      0      1      1      1      1      1      1      1      1
529      1      1      1      1      1      1      1      1      1      1
530      1      0      1      1      1      1      1      1      1      1
531      0      1      1      1      1      1      1      1      1      1
532      0      0      1      1      1      1      1      1      1      1
533      1      0      1      1      1      1      1      1      1      1
534      1      0      1      1      1      1      1      1      1      1
535      1      0      1      1      1      1      1      1      1      1
536      1      0      1      1      1      1      1      1      1      1
537      0      0      1      1      1      1      1      1      1      1
538      1      0      1      1      1      1      1      1      1      0
539      1      0      1      1      1      1      1      1      1      1
540      1      1      1      1      1      1      1      1      1      1
541      0      0      1      1      1      1      1      1      1      1
542      0      0      1      1      1      1      1      1      1      0
543      0      1      1      1      1      1      1      1      0      1
544      0      1      1      1      1      1      1      1      1      1
545      0      1      1      1      1      1      1      1      1      1
546      1      1      1      1      1      1      1      1      1      1
547      0      1      1      1      1      1      1      1      1      1
548      0      1      1      1      1      1      1      1      1      0
549      0      1      1      1      1      1      1      1      0      1
550      0      1      1      1      1      1      1      1      0      0
551      0      1      1      1      1      0      1      1      1      1
552      0      1      1      1      1      1      1      1      1      1
553      0      0      1      1      1      1      1      1      1      1
554      0      1      1      1      1      1      1      1      1      1
555      1      1      1      1      1      1      1      1      1      1
556      1      0      1      1      1      1      1      1      1      1
557      0      1      1      1      1      1      1      1      1      1
558      0      0      1      1      1      1      1      1      1      1
559      1      0      1      1      1      1      1      1      1      1
560      0      0      1      1      1      1      1      1      1      1
561      0      1      1      1      1      1      1      1      1      1
562      0      1      1      1      1      1      1      1      1      1
563      0      1      1      1      1      1      1      1      1      1
564      1      1      1      1      1      1      1      1      1      1
565      0      1      1      1      1      1      1      1      1      1
566      1      0      1      1      1      1      1      1      1      1
567      1      1      1      1      1      1      1      1      1      1
568      1      1      1      1      1      1      1      1      1      1
569      1      1      1      1      1      1      1      1      1      1
570      1      0      1      1      1      1      0      0      1      1
571      0      0      1      1      1      1      1      1      1      1
572      1      0      1      1      1      1      1      1      1      1
573      0      0      1      1      1      1      1      1      1      1
574      0      1      1      1      1      1      1      1      1      1
575      0      1      1      1      1      1      1      1      1      0
576      0      0      1      1      1      1      1      1      1      1
577      0      1      1      1      1      1      1      1      1      1
578      1      0      1      1      1      1      1      1      1      1
579      1      1      1      1      1      1      1      1      1      1
580      1      1      1      1      1      1      1      1      1      1
581      0      0      1      1      1      1      1      1      1      1
582      0      0      1      1      1      1      1      1      1      1
583      0      0      1      1      1      1      1      1      1      1
584      1      1      1      1      1      1      1      1      1      1
585      1      1      1      1      1      1      1      1      1      1
586      0      0      1      1      1      1      1      1      1      1
587      1      1      1      1      1      1      1      1      1      1
588      0      1      1      1      1      1      1      1      0      1
589      1      0      1      1      1      1      1      1      1      1
590      1      0      1      1      1      0      1      1      1      1
591      0      1      1      1      1      1      1      1      1      1
592      0      0      1      1      1      1      1      1      1      1
593      1      0      1      1      1      1      1      1      1      1
594      0      0      1      1      1      1      1      1      1      1
595      1      0      1      1      1      1      1      1      1      1
596      1      0      1      1      1      1      0      0      1      1
597      0      1      1      1      1      1      1      1      1      1
598      1      1      1      1      1      1      1      1      1      1
599      0      0      1      1      1      1      1      1      1      1
600      1      1      1      1      1      1      1      1      1      1
601      0      0      1      1      1      1      1      1      1      0
602      1      0      1      1      1      1      1      1      1      1
603      0      1      1      1      1      1      1      1      1      1
604      0      1      1      1      1      1      1      1      1      1
605      0      0      1      1      1      1      1      1      1      1
606      1      0      1      1      1      1      1      1      1      1
607      0      0      1      1      1      1      1      1      1      1
608      0      1      1      1      1      1      1      1      1      1
609      0      1      1      1      1      1      1      1      1      1
610      1      0      1      1      1      1      1      1      1      1
611      0      1      1      1      1      1      1      1      1      1
612      1      0      1      1      1      1      1      1      1      1
613      0      1      1      1      1      1      1      1      1      1
614      1      1      1      1      1      1      1      1      1      1
615      1      0      1      1      1      1      1      1      1      1
616      1      0      1      1      1      0      1      1      1      1
617      1      1      1      1      1      1      0      0      1      1
618      1      0      1      1      1      1      1      1      1      1
619      0      1      1      1      1      1      1      1      1      1
620      1      1      1      1      1      1      1      1      1      1
621      1      0      1      1      1      1      1      1      1      1
622      1      0      1      1      1      1      1      1      1      0
623      1      0      1      1      1      1      1      1      1      1
624      1      1      1      1      1      1      1      1      0      1
625      1      1      1      1      1      0      1      1      1      1
626      1      0      1      1      1      1      1      1      1      1
627      1      1      1      1      1      1      1      1      0      0
628      1      1      1      1      1      1      1      1      1      1
629      1      1      1      1      1      1      1      1      1      0
630      1      0      1      1      1      1      1      1      1      1
631      1      1      1      1      1      1      1      1      1      1
632      1      1      1      1      1      0      1      1      1      1
633      1      1      1      1      1      1      1      1      0      1
634      1      1      1      1      1      1      1      1      1      1
635      1      0      1      1      1      1      1      1      1      1
636      1      1      1      1      1      1      1      1      1      1
637      1      1      1      1      1      1      1      1      1      1
638      1      1      1      1      1      1      1      1      0      1
639      1      1      1      1      1      1      1      1      1      1
     id_24 na_cnt_in_pattern
640 276653           4471765
1        0                37
2        0                31
3        0                31
4        0                30
5        0                30
6        0                29
7        0                29
8        0                29
9        0                27
10       0                26
11       0                25
12       0                25
13       0                25
14       0                25
15       0                25
16       0                24
17       0                24
18       0                24
19       0                24
20       0                24
21       0                24
22       0                24
23       0                24
24       0                24
25       0                24
26       0                24
27       0                23
28       0                23
29       0                23
30       0                23
31       0                23
32       0                23
33       0                23
34       0                23
35       0                23
36       0                23
37       0                23
38       0                23
39       0                23
40       0                23
41       0                23
42       0                22
43       0                22
44       0                22
45       0                22
46       0                22
47       0                22
48       0                22
49       0                22
50       0                22
51       0                22
52       0                22
53       0                22
54       0                22
55       0                22
56       0                22
57       0                22
58       0                22
59       0                22
60       0                22
61       0                22
62       0                22
63       0                22
64       0                22
65       0                21
66       0                21
67       0                21
68       0                21
69       0                21
70       0                21
71       0                21
72       0                21
73       0                21
74       0                21
75       0                21
76       0                21
77       0                21
78       0                21
79       0                21
80       0                21
81       0                21
82       0                20
83       0                20
84       0                20
85       0                20
86       0                20
87       0                20
88       0                20
89       0                20
90       0                20
91       0                20
92       0                20
93       0                20
94       1                20
95       0                20
96       0                20
97       0                20
98       0                20
99       0                20
100      0                20
101      0                20
102      0                20
103      0                20
104      0                19
105      0                19
106      0                19
107      0                19
108      0                19
109      0                19
110      0                19
111      1                19
112      0                19
113      0                19
114      0                19
115      0                19
116      0                19
117      0                19
118      0                19
119      0                19
120      1                19
121      0                19
122      0                19
123      0                19
124      0                19
125      0                19
126      0                19
127      0                19
128      0                19
129      0                19
130      0                19
131      0                19
132      0                19
133      0                19
134      0                19
135      1                19
136      1                19
137      0                19
138      0                19
139      0                19
140      0                19
141      0                18
142      0                18
143      0                18
144      0                18
145      0                18
146      0                18
147      0                18
148      0                18
149      0                18
150      0                18
151      1                18
152      0                18
153      1                18
154      0                18
155      0                18
156      0                18
157      0                18
158      0                18
159      0                18
160      0                18
161      0                18
162      0                18
163      0                18
164      0                18
165      0                18
166      0                18
167      0                18
168      0                18
169      0                18
170      0                18
171      0                18
172      0                18
173      0                18
174      0                18
175      0                18
176      0                18
177      0                18
178      0                18
179      0                18
180      0                18
181      0                18
182      0                18
183      0                18
184      0                18
185      0                18
186      0                18
187      0                18
188      0                17
189      0                17
190      0                17
191      0                17
192      0                17
193      0                17
194      0                17
195      0                17
196      0                17
197      1                17
198      0                17
199      0                17
200      0                17
201      0                17
202      0                17
203      0                17
204      0                17
205      0                17
206      0                17
207      0                17
208      0                17
209      0                17
210      0                17
211      0                17
212      0                17
213      0                17
214      0                17
215      0                17
216      0                17
217      0                17
218      0                17
219      0                17
220      0                17
221      0                17
222      0                17
223      0                17
224      0                17
225      0                17
226      0                17
227      0                17
228      0                17
229      0                17
230      0                17
231      0                17
232      0                17
233      0                17
234      0                17
235      1                17
236      0                17
237      0                17
238      0                16
239      0                16
240      0                16
241      0                16
242      0                16
243      0                16
244      0                16
245      0                16
246      0                16
247      0                16
248      0                16
249      0                16
250      0                16
251      0                16
252      0                16
253      0                16
254      0                16
255      0                16
256      0                16
257      0                16
258      0                16
259      0                16
260      0                16
261      0                16
262      0                16
263      0                16
264      0                16
265      0                16
266      1                16
267      0                16
268      0                16
269      0                16
270      0                16
271      0                16
272      0                16
273      0                16
274      0                16
275      0                16
276      1                16
277      0                16
278      0                16
279      0                16
280      0                16
281      0                16
282      0                16
283      0                16
284      0                16
285      0                16
286      0                16
287      0                15
288      0                15
289      0                15
290      0                15
291      0                15
292      0                15
293      0                15
294      0                15
295      0                15
296      0                15
297      0                15
298      0                15
299      0                15
300      0                15
301      1                15
302      0                15
303      0                15
304      0                15
305      0                15
306      0                15
307      0                15
308      0                15
309      0                15
310      0                15
311      0                15
312      1                15
313      0                15
314      0                15
315      0                15
316      0                15
317      0                15
318      0                15
319      0                15
320      0                15
321      0                15
322      0                15
323      0                14
324      0                14
325      0                14
326      0                14
327      0                14
328      0                14
329      0                14
330      0                14
331      0                14
332      0                14
333      0                14
334      0                14
335      0                14
336      1                14
337      0                14
338      0                14
339      0                14
340      0                14
341      0                14
342      0                14
343      0                14
344      1                14
345      0                14
346      0                14
347      0                14
348      0                14
349      0                14
350      1                14
351      0                14
352      1                14
353      0                14
354      0                14
355      1                14
356      1                14
357      0                13
358      0                13
359      0                13
360      0                13
361      0                13
362      0                13
363      0                13
364      1                13
365      0                13
366      0                13
367      0                13
368      1                13
369      0                13
370      0                13
371      0                13
372      0                13
373      0                13
374      1                13
375      0                13
376      0                13
377      1                13
378      0                13
379      0                13
380      0                13
381      1                13
382      1                13
383      0                13
384      0                13
385      0                13
386      0                13
387      0                13
388      0                13
389      1                13
390      0                13
391      0                13
392      0                13
393      1                13
394      1                13
395      0                13
396      0                12
397      0                12
398      0                12
399      0                12
400      0                12
401      0                12
402      0                12
403      1                12
404      0                12
405      0                12
406      1                12
407      1                12
408      0                12
409      0                12
410      0                12
411      0                12
412      0                12
413      0                12
414      0                12
415      1                12
416      0                12
417      0                12
418      1                12
419      1                12
420      0                12
421      0                12
422      1                12
423      1                12
424      0                12
425      0                12
426      0                12
427      0                12
428      0                12
429      0                12
430      1                12
431      0                12
432      0                12
433      0                12
434      1                12
435      1                12
436      1                12
437      0                12
438      0                12
439      0                11
440      0                11
441      0                11
442      0                11
443      1                11
444      0                11
445      0                11
446      0                11
447      0                11
448      1                11
449      1                11
450      0                11
451      1                11
452      1                11
453      0                11
454      0                11
455      0                11
456      1                11
457      0                11
458      1                11
459      0                11
460      0                11
461      1                11
462      0                11
463      1                11
464      0                11
465      0                11
466      0                11
467      0                11
468      0                11
469      0                11
470      0                10
471      0                10
472      0                10
473      0                10
474      0                10
475      1                10
476      0                10
477      1                10
478      0                10
479      1                10
480      0                10
481      0                10
482      1                10
483      0                10
484      1                10
485      1                10
486      1                10
487      0                10
488      0                10
489      0                10
490      0                 9
491      1                 9
492      1                 9
493      0                 9
494      1                 9
495      1                 9
496      0                 9
497      1                 9
498      0                 9
499      0                 9
500      1                 9
501      1                 9
502      1                 9
503      1                 9
504      1                 9
505      0                 9
506      0                 9
507      1                 9
508      1                 8
509      1                 8
510      1                 8
511      0                 8
512      0                 8
513      1                 8
514      1                 8
515      1                 8
516      0                 8
517      1                 8
518      0                 8
519      1                 8
520      0                 8
521      1                 8
522      0                 8
523      0                 8
524      1                 8
525      1                 8
526      1                 8
527      1                 8
528      1                 8
529      1                 8
530      1                 7
531      1                 7
532      0                 7
533      1                 7
534      0                 7
535      1                 7
536      0                 7
537      1                 7
538      1                 7
539      1                 7
540      1                 7
541      1                 7
542      1                 7
543      1                 7
544      1                 7
545      1                 7
546      0                 7
547      1                 7
548      1                 7
549      0                 7
550      1                 7
551      0                 7
552      0                 7
553      1                 7
554      1                 7
555      0                 7
556      1                 7
557      0                 7
558      1                 7
559      1                 6
560      1                 6
561      0                 6
562      1                 6
563      1                 6
564      1                 6
565      1                 6
566      1                 6
567      1                 6
568      0                 6
569      1                 6
570      0                 6
571      1                 6
572      1                 6
573      1                 6
574      1                 6
575      1                 6
576      1                 6
577      1                 5
578      1                 5
579      1                 5
580      1                 5
581      0                 5
582      1                 5
583      1                 5
584      0                 5
585      1                 5
586      0                 5
587      1                 5
588      0                 5
589      1                 5
590      1                 5
591      1                 5
592      1                 4
593      1                 4
594      0                 4
595      0                 4
596      0                 4
597      1                 4
598      1                 4
599      1                 4
600      0                 4
601      1                 4
602      0                 4
603      0                 4
604      1                 4
605      1                 4
606      1                 4
607      1                 3
608      0                 3
609      1                 3
610      1                 3
611      1                 3
612      1                 3
613      1                 3
614      1                 3
615      0                 3
616      1                 3
617      0                 3
618      0                 3
619      1                 2
620      1                 2
621      0                 2
622      1                 2
623      1                 2
624      0                 2
625      0                 2
626      1                 2
627      1                 2
628      0                 2
629      1                 2
630      1                 2
631      0                 2
632      1                 2
633      1                 2
634      1                 1
635      1                 1
636      0                 1
637      1                 1
638      1                 1
639      1                 0
  • NA처리해야 할 변수가 현재 29개 남은 상태에서 1개의 변수인 id_13만 제외하고 모두 NA인 패턴을 가진 데이터가 총 8178개임
  • 심지어 id_15, id_35, id_36, id_37, id_38은 가진 NA가 모두 해당 패턴
  • 8178개는 전체의 약 3%니까 걍 해당 패턴의 데이터 8178개 삭제 -> id_15, id_35, id_36, id_37, id_38은 NA 처리 자동 완료


na8187_features <- c('id_15','id_35','id_36','id_37','id_38')
identityD <- identityD %>% filter(!is.na(id_15))
NROW(identityD) # 277962 (286140-8187)
[1] 277962


4.

변수들간 NA 패턴 -> 가장 높은 빈도수를 가진 NA 패턴부터 보면

na_pattern <- na_pattern_func(identityD, c(no_na_features,na8187_features))
tmp <- na_pattern
tmp <- tmp[-NROW(tmp),] %>% arrange(desc(pattern_cnt),desc(na_cnt_in_pattern))
(tmp <- rbind(na_pattern[NROW(na_pattern),],tmp))
    pattern_cnt DeviceType id_02 id_11 id_28 id_31 id_17 id_19 id_20 id_05
639          NA          0   114   206   206  1055  2627  2738  3068  6347
1         32740          1     1     1     1     1     1     1     1     1
2         30919          1     1     1     1     1     1     1     1     1
3         29610          1     1     1     1     1     1     1     1     1
4         23088          1     1     1     1     1     1     1     1     1
5         18344          1     1     1     1     1     1     1     1     1
6         18075          1     1     1     1     1     1     1     1     1
7         13200          1     1     1     1     1     1     1     1     1
8         10360          1     1     1     1     1     1     1     1     1
9          9416          1     1     1     1     1     1     1     1     1
10         8365          1     1     1     1     1     1     1     1     1
11         8343          1     1     1     1     1     1     1     1     1
12         6863          1     1     1     1     1     1     1     1     1
13         5760          1     1     1     1     1     1     1     1     1
14         5065          1     1     1     1     1     1     1     1     1
15         4715          1     1     1     1     1     1     1     1     1
16         4551          1     1     1     1     1     1     1     1     1
17         3913          1     1     1     1     1     1     1     1     1
18         3197          1     1     1     1     1     1     1     1     1
19         2841          1     1     1     1     1     1     1     1     1
20         2133          1     1     1     1     1     1     1     1     1
21         1847          1     1     1     1     1     1     1     1     1
22         1730          1     1     1     1     1     1     1     1     1
23         1401          1     1     1     1     1     1     1     1     0
24         1319          1     1     1     1     1     1     1     1     1
25         1026          1     1     1     1     1     1     1     1     1
26         1005          1     1     1     1     1     1     1     1     1
27          877          1     1     1     1     1     1     1     1     1
28          847          1     1     1     1     1     1     1     1     1
29          833          1     1     1     1     1     1     1     1     1
30          819          1     1     1     1     1     1     1     1     1
31          719          1     1     1     1     1     1     1     1     1
32          682          1     1     1     1     1     1     1     1     1
33          640          1     1     1     1     1     1     1     1     1
34          627          1     1     1     1     1     1     1     1     1
35          591          1     1     1     1     1     1     1     1     1
36          556          1     1     1     1     1     0     0     0     0
37          541          1     1     1     1     1     1     1     1     1
38          521          1     1     1     1     1     1     1     1     0
39          517          1     1     1     1     1     1     1     1     1
40          517          1     1     1     1     1     1     1     1     1
41          499          1     1     1     1     1     1     1     1     1
42          491          1     1     1     1     1     1     1     1     1
43          443          1     1     1     1     1     1     1     1     1
44          441          1     1     1     1     1     1     1     1     1
45          423          1     1     1     1     1     1     1     1     1
46          407          1     1     1     1     1     1     1     1     1
47          397          1     1     1     1     1     1     1     1     1
48          358          1     1     1     1     1     1     1     1     1
49          339          1     1     1     1     1     1     1     1     1
50          321          1     1     1     1     1     1     1     1     1
51          311          1     1     1     1     1     1     1     1     1
52          301          1     1     1     1     1     0     0     0     0
53          300          1     1     1     1     1     1     1     1     0
54          297          1     1     1     1     1     1     1     1     0
55          295          1     1     1     1     1     1     1     1     1
56          289          1     1     1     1     1     0     0     0     0
57          277          1     1     1     1     1     1     1     1     1
58          273          1     1     1     1     1     1     1     1     0
59          260          1     1     1     1     1     1     1     1     1
60          259          1     1     1     1     1     1     1     1     1
61          258          1     1     1     1     1     1     1     1     1
62          254          1     1     1     1     1     1     1     1     1
63          252          1     1     1     1     1     1     1     1     1
64          246          1     1     1     1     1     1     1     1     1
65          244          1     1     1     1     1     1     1     1     1
66          230          1     1     1     1     1     1     1     1     1
67          224          1     1     1     1     1     1     1     1     1
68          222          1     1     1     1     1     1     1     1     0
69          212          1     1     1     1     1     1     1     1     1
70          201          1     1     1     1     1     1     1     1     1
71          188          1     1     1     1     1     1     1     1     1
72          185          1     1     1     1     1     1     1     1     1
73          177          1     1     1     1     0     0     0     0     0
74          171          1     1     1     1     1     1     1     1     1
75          167          1     1     1     1     1     1     1     1     1
76          159          1     1     1     1     1     1     1     1     1
77          158          1     1     1     1     1     1     1     1     1
78          157          1     1     1     1     1     0     0     0     0
79          156          1     1     1     1     0     0     0     0     0
80          155          1     1     1     1     1     1     1     1     1
81          142          1     1     1     1     1     1     1     1     1
82          137          1     1     1     1     1     1     1     1     1
83          137          1     1     1     1     1     1     1     1     1
84          134          1     1     1     1     1     1     1     1     1
85          126          1     1     1     1     1     1     1     1     0
86          125          1     1     1     1     1     1     1     1     1
87          124          1     1     1     1     1     1     1     1     1
88          123          1     1     1     1     1     1     1     1     1
89          122          1     1     1     1     1     1     1     1     1
90          122          1     1     1     1     1     1     1     1     1
91          110          1     0     1     1     0     0     0     0     0
92          109          1     1     1     1     1     1     1     1     1
93          102          1     1     1     1     1     1     1     1     0
94          100          1     1     1     1     1     1     1     1     1
95           98          1     1     1     1     1     1     1     1     1
96           98          1     1     1     1     1     1     1     1     1
97           96          1     1     1     1     1     1     1     1     1
98           96          1     1     1     1     1     1     1     1     1
99           96          1     1     1     1     1     1     1     1     1
100          95          1     1     1     1     1     1     1     1     1
101          94          1     1     1     1     1     1     1     1     1
102          92          1     1     1     1     1     1     1     1     1
103          91          1     1     1     1     1     1     1     1     1
104          88          1     1     1     1     1     1     1     1     1
105          87          1     1     1     1     1     1     1     1     1
106          86          1     1     1     1     1     1     1     1     1
107          84          1     1     1     1     1     1     1     0     1
108          80          1     1     1     1     1     1     1     1     1
109          74          1     1     1     1     1     1     1     1     1
110          74          1     1     1     1     1     0     0     0     0
111          70          1     1     0     0     0     1     1     1     1
112          70          1     1     1     1     1     1     1     1     0
113          68          1     1     1     1     0     1     1     1     1
114          66          1     1     1     1     1     1     1     1     0
115          65          1     1     1     1     1     1     1     1     1
116          64          1     1     1     1     1     0     0     0     0
117          62          1     1     1     1     1     1     1     1     1
118          61          1     1     0     0     0     1     1     1     1
119          57          1     1     1     1     1     1     1     1     1
120          57          1     1     1     1     1     1     1     1     1
121          55          1     1     1     1     1     0     0     0     0
122          55          1     1     1     1     1     1     1     1     1
123          54          1     1     1     1     1     1     1     1     1
124          53          1     1     1     1     1     1     1     1     1
125          53          1     1     1     1     1     1     1     0     1
126          52          1     1     1     1     1     1     1     1     1
127          49          1     1     1     1     1     1     1     1     1
128          49          1     1     1     1     1     1     1     1     1
129          47          1     1     1     1     1     1     1     0     1
130          47          1     1     1     1     1     1     1     1     1
131          45          1     1     1     1     1     1     1     1     1
132          44          1     1     1     1     0     1     1     1     1
133          42          1     1     1     1     1     0     0     0     0
134          41          1     1     1     1     1     1     1     1     1
135          40          1     1     1     1     1     1     1     1     1
136          40          1     1     1     1     1     1     1     1     1
137          40          1     1     1     1     1     1     1     1     1
138          40          1     1     1     1     1     1     1     1     1
139          38          1     1     1     1     1     0     0     0     0
140          38          1     1     1     1     1     1     1     1     1
141          36          1     1     1     1     1     0     0     0     0
142          35          1     1     1     1     0     0     0     0     0
143          35          1     1     1     1     1     1     1     1     1
144          33          1     1     1     1     1     1     1     1     1
145          33          1     1     1     1     1     1     1     1     1
146          32          1     1     1     1     1     1     1     1     0
147          31          1     1     1     1     1     1     1     1     1
148          31          1     1     1     1     1     1     1     0     1
149          31          1     1     1     1     1     0     0     0     0
150          30          1     1     1     1     1     1     1     0     1
151          29          1     1     1     1     1     1     1     0     1
152          29          1     1     1     1     1     0     0     0     0
153          29          1     1     1     1     1     0     0     0     0
154          28          1     1     1     1     1     1     1     1     0
155          28          1     1     1     1     1     1     1     1     0
156          28          1     1     1     1     1     1     1     1     1
157          28          1     1     1     1     1     1     1     1     1
158          28          1     1     1     1     1     1     1     1     1
159          28          1     1     1     1     1     1     1     1     1
160          27          1     1     1     1     1     1     1     1     1
161          27          1     1     1     1     1     1     1     1     1
162          26          1     1     1     1     1     1     1     1     1
163          26          1     1     1     1     1     1     1     1     1
164          25          1     1     1     1     1     1     1     0     1
165          25          1     1     1     1     1     1     1     1     1
166          24          1     1     1     1     1     1     1     1     0
167          24          1     1     1     1     1     0     0     0     0
168          23          1     1     1     1     1     0     0     0     0
169          23          1     1     1     1     1     1     1     1     1
170          23          1     1     1     1     1     1     1     1     1
171          22          1     1     0     0     0     1     1     1     1
172          22          1     1     1     1     0     1     1     1     1
173          22          1     1     1     1     1     1     1     1     1
174          22          1     1     1     1     1     1     1     1     1
175          21          1     1     1     1     1     1     1     1     1
176          21          1     1     1     1     1     1     1     1     0
177          20          1     1     1     1     1     0     0     0     0
178          20          1     1     1     1     1     0     0     0     0
179          19          1     1     0     0     0     0     0     0     0
180          19          1     1     1     1     1     1     1     1     0
181          19          1     1     1     1     1     1     1     1     1
182          19          1     1     1     1     1     1     1     1     1
183          19          1     1     1     1     1     1     1     1     1
184          19          1     1     1     1     1     1     1     1     1
185          19          1     1     1     1     1     1     1     1     1
186          18          1     1     0     0     0     1     1     1     1
187          18          1     1     1     1     1     0     0     0     0
188          18          1     1     1     1     0     1     1     1     1
189          18          1     1     1     1     1     1     1     0     1
190          18          1     1     1     1     1     1     1     1     1
191          18          1     1     1     1     1     1     1     1     1
192          18          1     1     1     1     1     0     0     0     1
193          18          1     1     1     1     1     1     1     1     1
194          17          1     1     1     1     1     1     1     1     1
195          17          1     1     1     1     0     1     1     1     1
196          17          1     1     1     1     1     1     1     1     1
197          16          1     1     1     1     1     1     1     1     0
198          16          1     1     1     1     1     1     1     1     1
199          16          1     1     1     1     1     1     1     0     1
200          16          1     1     1     1     1     1     1     1     0
201          16          1     1     1     1     1     1     1     1     1
202          16          1     1     1     1     1     0     0     0     0
203          16          1     1     1     1     1     1     0     1     1
204          15          1     1     0     0     0     0     0     0     0
205          15          1     1     1     1     1     1     1     1     1
206          15          1     1     1     1     1     0     0     0     0
207          15          1     1     1     1     0     1     1     1     1
208          15          1     1     1     1     1     0     0     0     0
209          15          1     1     1     1     1     1     1     1     0
210          15          1     1     1     1     1     1     1     1     1
211          15          1     1     1     1     1     1     1     1     1
212          14          1     1     1     1     0     1     1     1     1
213          14          1     1     1     1     1     0     0     0     0
214          14          1     1     1     1     0     1     1     1     1
215          14          1     1     1     1     1     1     1     1     1
216          14          1     1     1     1     1     1     1     1     0
217          14          1     1     1     1     1     1     1     1     1
218          13          1     1     1     1     1     1     1     0     1
219          13          1     1     1     1     1     1     1     1     1
220          13          1     1     1     1     1     1     1     1     1
221          13          1     1     1     1     1     1     1     1     1
222          13          1     1     1     1     0     1     1     1     1
223          13          1     1     1     1     1     1     1     1     1
224          13          1     1     1     1     1     1     1     1     1
225          13          1     1     1     1     1     0     0     0     1
226          13          1     1     1     1     1     1     1     1     1
227          13          1     1     1     1     1     1     1     1     1
228          12          1     1     1     1     1     1     1     1     1
229          12          1     1     1     1     1     1     1     1     0
230          12          1     1     1     1     1     1     1     1     1
231          12          1     1     1     1     1     1     1     0     1
232          12          1     1     1     1     1     1     1     1     0
233          12          1     1     1     1     1     1     0     1     1
234          12          1     1     1     1     1     0     0     0     0
235          12          1     1     1     1     1     1     1     1     1
236          12          1     1     1     1     1     0     0     0     0
237          12          1     1     1     1     1     1     1     1     1
238          11          1     1     1     1     1     0     0     0     0
239          11          1     1     1     1     0     1     1     1     1
240          11          1     1     1     1     1     1     1     1     1
241          11          1     1     1     1     1     1     1     1     1
242          11          1     1     1     1     1     1     1     1     1
243          11          1     1     1     1     1     0     0     0     0
244          11          1     1     1     1     0     1     1     1     1
245          11          1     1     1     1     1     1     1     1     1
246          11          1     1     1     1     1     1     1     1     1
247          10          1     1     1     1     1     1     1     0     1
248          10          1     1     1     1     1     1     1     1     1
249          10          1     1     1     1     1     1     1     1     1
250          10          1     1     1     1     1     1     1     1     1
251          10          1     1     1     1     1     1     1     1     1
252          10          1     1     1     1     1     1     1     1     1
253          10          1     1     1     1     1     1     1     1     1
254           9          1     1     1     1     1     1     0     1     1
255           9          1     1     1     1     0     1     1     1     1
256           9          1     1     1     1     1     0     0     0     0
257           9          1     1     1     1     1     1     1     1     1
258           9          1     1     1     1     1     0     0     0     0
259           9          1     1     1     1     1     1     1     1     1
260           9          1     1     1     1     1     1     1     1     1
261           9          1     1     1     1     1     1     1     1     1
262           9          1     1     1     1     0     1     1     1     1
263           9          1     1     1     1     1     1     1     1     1
264           9          1     1     1     1     1     1     1     1     1
265           9          1     1     1     1     1     1     1     1     1
266           9          1     1     1     1     1     1     1     1     1
267           8          1     1     1     1     1     1     1     1     0
268           8          1     1     1     1     1     1     1     0     1
269           8          1     1     1     1     1     1     1     1     1
270           8          1     1     1     1     1     1     1     1     1
271           8          1     1     1     1     1     1     0     1     1
272           8          1     1     1     1     1     1     1     1     1
273           8          1     1     1     1     1     0     0     0     0
274           8          1     1     1     1     1     0     0     0     0
275           8          1     1     1     1     1     0     0     0     0
276           8          1     1     1     1     1     1     1     1     1
277           8          1     1     1     1     1     1     1     1     1
278           7          1     1     1     1     1     1     1     0     1
279           7          1     1     1     1     1     1     1     1     0
280           7          1     1     1     1     1     1     1     1     1
281           7          1     1     1     1     1     1     1     1     0
282           7          1     1     1     1     1     1     1     1     1
283           7          1     1     1     1     1     1     1     1     0
284           7          1     1     1     1     1     0     0     0     0
285           7          1     1     1     1     1     1     1     1     1
286           7          1     1     1     1     1     1     1     0     1
287           7          1     1     1     1     1     0     0     0     0
288           7          1     1     1     1     1     1     1     1     1
289           6          1     1     1     1     0     0     0     0     0
290           6          1     1     1     1     1     1     0     1     1
291           6          1     1     1     1     1     1     1     1     0
292           6          1     1     1     1     1     1     0     1     1
293           6          1     1     1     1     0     0     0     0     0
294           6          1     1     1     1     1     1     1     1     0
295           6          1     1     1     1     1     0     0     0     0
296           6          1     1     1     1     1     0     0     0     0
297           6          1     1     1     1     0     1     1     1     1
298           6          1     1     1     1     1     1     0     1     1
299           6          1     1     1     1     1     1     1     1     1
300           6          1     1     1     1     1     1     1     1     1
301           5          1     1     1     1     1     1     1     0     1
302           5          1     1     1     1     0     1     1     1     1
303           5          1     1     1     1     1     1     1     1     1
304           5          1     1     1     1     1     1     1     1     1
305           5          1     1     1     1     1     1     1     1     1
306           5          1     1     1     1     1     1     1     1     0
307           5          1     1     1     1     1     1     1     1     1
308           5          1     1     1     1     1     1     1     1     1
309           5          1     1     1     1     0     1     1     1     1
310           5          1     1     1     1     0     1     1     1     1
311           5          1     1     1     1     1     1     1     1     1
312           5          1     1     1     1     1     1     1     1     0
313           5          1     1     1     1     1     1     1     1     0
314           5          1     1     1     1     1     1     0     1     1
315           5          1     1     1     1     1     1     1     1     1
316           5          1     1     1     1     0     1     1     1     1
317           5          1     1     1     1     1     1     1     1     1
318           5          1     1     1     1     1     1     1     1     1
319           5          1     1     1     1     1     1     1     1     1
320           5          1     1     1     1     1     1     1     1     1
321           5          1     1     1     1     1     1     1     1     1
322           5          1     1     1     1     1     0     0     0     0
323           5          1     1     1     1     0     1     1     1     1
324           5          1     1     1     1     1     1     1     1     1
325           5          1     1     1     1     1     1     1     1     1
326           5          1     1     1     1     1     1     1     1     1
327           5          1     1     1     1     1     1     1     1     1
328           5          1     1     1     1     1     1     1     1     1
329           5          1     1     1     1     1     1     1     1     1
330           5          1     1     1     1     1     1     1     1     1
331           4          1     1     1     1     1     1     1     1     0
332           4          1     1     1     1     0     1     1     1     1
333           4          1     1     1     1     1     1     1     1     1
334           4          1     1     1     1     1     0     0     0     0
335           4          1     1     1     1     1     1     1     1     1
336           4          1     1     1     1     1     1     1     0     1
337           4          1     1     1     1     1     1     1     1     1
338           4          1     1     1     1     1     1     1     1     1
339           4          1     1     1     1     1     1     1     1     1
340           4          1     1     1     1     0     1     1     1     1
341           4          1     1     1     1     0     1     1     1     1
342           4          1     1     1     1     1     1     1     1     1
343           4          1     1     1     1     1     1     1     1     1
344           4          1     1     1     1     1     1     1     1     1
345           4          1     1     1     1     1     1     1     0     1
346           4          1     1     1     1     1     0     0     0     0
347           4          1     1     1     1     1     0     0     0     0
348           4          1     1     1     1     1     0     0     0     0
349           4          1     1     1     1     1     1     1     1     1
350           4          1     1     1     1     0     1     1     1     1
351           4          1     1     1     1     1     1     1     1     1
352           4          1     1     1     1     1     1     1     1     1
353           4          1     1     1     1     1     1     1     1     0
354           4          1     1     1     1     1     1     1     1     0
355           4          1     1     1     1     1     1     1     1     1
356           4          1     1     1     1     1     1     1     1     1
357           4          1     1     1     1     1     1     1     1     1
358           4          1     1     1     1     1     1     1     1     1
359           4          1     1     1     1     1     1     0     1     1
360           3          1     1     1     1     1     1     1     1     0
361           3          1     1     1     1     0     1     1     1     1
362           3          1     1     1     1     1     1     1     1     0
363           3          1     1     1     1     1     1     1     1     1
364           3          1     1     1     1     1     1     1     1     0
365           3          1     1     1     1     1     1     1     0     1
366           3          1     1     1     1     1     1     1     0     1
367           3          1     1     1     1     1     1     1     0     1
368           3          1     1     1     1     0     1     1     1     1
369           3          1     1     1     1     1     1     1     1     1
370           3          1     1     1     1     1     1     1     1     1
371           3          1     1     1     1     1     1     1     1     1
372           3          1     1     1     1     1     1     1     1     1
373           3          1     1     1     1     1     0     0     0     0
374           3          1     1     1     1     1     1     1     0     1
375           3          1     1     1     1     1     1     1     1     1
376           3          1     1     1     1     1     1     1     1     1
377           3          1     1     1     1     1     1     1     1     1
378           3          1     1     1     1     1     1     1     1     1
379           3          1     1     1     1     1     1     1     1     1
380           3          1     1     1     1     1     0     0     0     0
381           3          1     1     1     1     1     0     0     0     0
382           3          1     1     1     1     1     0     0     0     0
383           3          1     1     1     1     0     1     1     1     1
384           3          1     1     1     1     1     1     1     1     1
385           3          1     1     1     1     1     1     1     0     1
386           3          1     1     1     1     1     1     0     1     1
387           3          1     1     1     1     1     1     1     1     1
388           3          1     1     1     1     1     1     1     1     1
389           3          1     1     1     1     1     1     1     1     0
390           3          1     1     1     1     1     1     1     1     0
391           3          1     1     1     1     1     0     0     0     0
392           3          1     1     1     1     1     1     1     1     0
393           3          1     1     1     1     1     0     0     0     0
394           3          1     1     1     1     1     1     1     1     1
395           3          1     1     1     1     1     1     1     1     1
396           3          1     1     1     1     1     1     1     0     1
397           3          1     1     1     1     1     1     1     1     1
398           3          1     1     1     1     1     1     1     1     0
399           3          1     1     1     1     1     0     0     0     1
400           3          1     1     1     1     1     1     1     1     1
401           3          1     1     1     1     1     1     1     1     1
402           3          1     1     1     1     1     1     1     1     1
403           3          1     1     1     1     1     1     1     1     1
404           2          1     1     1     1     1     1     1     1     0
405           2          1     1     1     1     1     1     0     1     1
406           2          1     1     1     1     0     1     1     1     1
407           2          1     1     1     1     1     1     1     1     0
408           2          1     1     1     1     1     1     0     1     1
409           2          1     1     1     1     1     1     1     1     1
410           2          1     1     1     1     1     1     1     1     1
411           2          1     1     1     1     1     1     1     1     1
412           2          1     1     1     1     1     1     1     1     1
413           2          1     1     1     1     1     1     1     1     0
414           2          1     1     1     1     1     1     0     1     1
415           2          1     1     1     1     1     0     0     0     0
416           2          1     1     1     1     1     1     1     1     1
417           2          1     1     1     1     1     1     1     1     1
418           2          1     1     1     1     1     1     1     1     1
419           2          1     1     1     1     1     1     1     1     1
420           2          1     1     1     1     1     1     1     1     0
421           2          1     1     1     1     1     1     0     1     1
422           2          1     1     1     1     0     1     1     1     1
423           2          1     1     1     1     0     1     1     1     1
424           2          1     1     1     1     1     1     1     1     1
425           2          1     1     1     1     1     1     1     1     1
426           2          1     1     1     1     1     1     1     1     0
427           2          1     1     1     1     1     1     1     1     0
428           2          1     1     1     1     1     1     0     0     1
429           2          1     1     1     1     1     1     1     1     1
430           2          1     1     1     1     1     1     1     1     1
431           2          1     1     1     1     1     1     1     1     1
432           2          1     1     1     1     1     1     0     1     1
433           2          1     1     1     1     1     0     0     0     0
434           2          1     1     1     1     1     0     0     0     0
435           2          1     1     1     1     1     1     1     1     1
436           2          1     1     1     1     1     0     0     0     0
437           2          1     1     1     1     1     1     1     1     1
438           2          1     1     1     1     1     1     1     1     1
439           2          1     1     1     1     1     1     1     1     1
440           2          1     1     1     1     1     1     1     1     1
441           2          1     1     1     1     1     1     1     1     1
442           2          1     1     1     1     1     0     0     0     0
443           2          1     1     1     1     1     0     0     0     0
444           2          1     1     1     1     1     0     0     0     0
445           2          1     1     1     1     1     1     1     1     1
446           2          1     1     1     1     1     1     1     1     1
447           2          1     1     1     1     1     1     0     1     1
448           2          1     1     1     1     0     1     1     1     1
449           2          1     1     1     1     1     1     1     1     1
450           2          1     1     1     1     1     1     1     1     1
451           2          1     1     1     1     1     0     0     0     0
452           2          1     1     1     1     1     1     1     1     1
453           2          1     1     1     1     1     1     1     1     0
454           2          1     1     1     1     1     0     0     0     0
455           2          1     1     1     1     1     0     0     0     0
456           2          1     1     1     1     1     1     1     1     1
457           2          1     1     1     1     1     1     1     1     1
458           2          1     1     1     1     1     1     1     1     1
459           2          1     1     1     1     1     1     1     1     0
460           2          1     1     1     1     1     1     1     1     0
461           2          1     1     1     1     1     0     0     0     1
462           2          1     1     1     1     1     1     1     1     1
463           2          1     1     1     1     1     1     1     1     1
464           2          1     1     1     1     1     1     0     1     1
465           2          1     1     1     1     1     0     0     0     0
466           2          1     1     1     1     1     1     1     1     1
467           2          1     1     1     1     1     1     1     1     1
468           2          1     1     1     1     1     1     1     1     1
469           2          1     1     1     1     1     1     1     1     1
470           2          1     1     1     1     1     1     0     1     1
471           2          1     1     1     1     1     1     1     1     1
472           2          1     1     1     1     1     1     1     1     0
473           2          1     1     1     1     1     1     1     1     1
474           2          1     1     1     1     1     1     1     1     1
475           2          1     1     1     1     1     1     1     1     1
476           2          1     1     1     1     1     1     1     0     1
477           1          1     0     0     0     0     0     0     0     0
478           1          1     0     1     1     0     0     0     0     0
479           1          1     0     1     1     0     0     0     0     0
480           1          1     1     1     1     0     0     0     0     0
481           1          1     1     1     1     1     1     0     1     0
482           1          1     1     1     1     1     1     1     1     0
483           1          1     1     1     1     0     1     1     1     0
484           1          1     1     1     1     1     1     1     1     0
485           1          1     1     1     1     1     1     0     1     1
486           1          1     1     1     1     0     1     1     1     1
487           1          1     1     1     1     1     1     1     1     0
488           1          1     1     1     1     1     1     0     1     1
489           1          1     1     1     1     0     1     1     1     1
490           1          1     1     1     1     0     1     1     1     1
491           1          1     1     1     1     0     0     0     0     0
492           1          1     1     1     1     1     1     1     1     0
493           1          1     1     1     1     0     1     1     1     1
494           1          1     1     1     1     1     1     1     1     1
495           1          1     1     1     1     1     1     1     1     0
496           1          1     1     1     1     1     1     0     1     1
497           1          1     1     1     1     0     1     1     1     1
498           1          1     1     1     1     0     1     1     1     1
499           1          1     1     1     1     1     1     1     1     1
500           1          1     1     1     1     1     1     1     1     0
501           1          1     1     1     1     1     1     1     1     0
502           1          1     1     1     1     1     1     1     1     0
503           1          1     1     1     1     1     1     0     1     1
504           1          1     1     1     1     1     0     0     0     0
505           1          1     1     1     1     1     0     0     0     0
506           1          1     1     1     1     0     1     1     1     1
507           1          1     1     1     1     0     1     1     1     1
508           1          1     1     1     1     0     1     1     1     0
509           1          1     1     1     1     0     1     1     1     0
510           1          1     1     1     1     1     1     1     1     1
511           1          1     1     1     1     1     1     1     1     1
512           1          1     1     1     1     1     1     1     1     1
513           1          1     1     1     1     1     1     1     1     1
514           1          1     1     1     1     1     1     0     1     0
515           1          1     1     1     1     1     1     0     0     1
516           1          1     1     1     1     1     0     0     0     0
517           1          1     1     1     1     1     0     0     0     0
518           1          1     1     1     1     1     0     0     0     0
519           1          1     1     1     1     0     1     1     1     1
520           1          1     1     1     1     0     0     0     0     0
521           1          1     1     1     1     0     0     0     0     0
522           1          1     0     1     1     0     1     1     1     1
523           1          1     1     1     1     1     1     1     1     1
524           1          1     1     1     1     1     1     1     1     1
525           1          1     1     1     1     1     1     1     1     0
526           1          1     1     1     1     1     1     1     1     0
527           1          1     1     1     1     1     1     1     1     0
528           1          1     1     1     1     1     1     0     1     1
529           1          1     1     1     1     1     1     0     0     1
530           1          1     1     1     1     1     0     0     0     0
531           1          1     1     1     1     0     1     1     1     1
532           1          1     1     1     1     0     1     1     1     1
533           1          1     1     1     1     1     1     1     1     1
534           1          1     1     1     1     1     1     1     1     0
535           1          1     1     1     1     1     1     1     1     0
536           1          1     1     1     1     1     1     1     0     1
537           1          1     1     1     1     1     1     1     0     1
538           1          1     1     1     1     1     1     0     1     1
539           1          1     1     1     1     1     1     0     1     1
540           1          1     1     1     1     1     1     0     0     1
541           1          1     1     1     1     0     1     1     1     1
542           1          1     1     1     1     1     1     1     1     1
543           1          1     1     1     1     1     1     1     1     1
544           1          1     1     1     1     1     1     1     1     1
545           1          1     1     1     1     1     1     1     1     1
546           1          1     1     1     1     1     1     1     1     1
547           1          1     1     1     1     1     1     1     1     1
548           1          1     1     1     1     1     1     1     1     1
549           1          1     1     1     1     1     1     1     1     0
550           1          1     1     1     1     1     1     1     1     0
551           1          1     1     1     1     0     1     1     1     1
552           1          1     1     1     1     1     1     1     1     1
553           1          1     1     1     1     1     1     1     1     1
554           1          1     1     1     1     1     1     1     1     1
555           1          1     1     1     1     1     1     1     1     1
556           1          1     1     1     1     1     1     1     1     0
557           1          1     1     1     1     1     1     0     0     1
558           1          1     1     1     1     1     0     0     0     0
559           1          1     1     1     1     1     0     0     0     0
560           1          1     1     1     1     1     0     0     0     0
561           1          1     1     1     1     1     1     1     1     1
562           1          1     1     1     1     1     1     1     1     1
563           1          1     1     1     1     1     1     1     1     1
564           1          1     1     1     1     1     1     1     1     1
565           1          1     1     1     1     1     1     1     1     0
566           1          1     1     1     1     1     1     1     1     0
567           1          1     1     1     1     1     1     1     0     1
568           1          1     1     1     1     1     1     1     0     0
569           1          1     1     1     1     1     0     0     0     0
570           1          1     1     1     1     1     0     0     0     0
571           1          1     1     1     1     0     1     1     1     1
572           1          1     1     1     1     0     1     1     1     1
573           1          1     1     1     1     1     1     1     1     1
574           1          1     1     1     1     1     1     1     1     0
575           1          1     1     1     1     1     1     0     1     1
576           1          1     1     1     1     1     1     0     0     1
577           1          1     1     1     1     1     0     0     0     0
578           1          1     1     1     1     1     0     0     0     0
579           1          1     1     1     1     1     0     0     0     0
580           1          1     1     1     1     0     1     1     1     1
581           1          1     1     1     1     0     1     1     1     1
582           1          1     1     1     1     1     1     1     1     1
583           1          1     1     1     1     1     1     1     1     1
584           1          1     1     1     1     1     1     1     1     1
585           1          1     1     1     1     1     1     1     1     0
586           1          1     1     1     1     1     1     0     0     1
587           1          1     1     1     1     1     0     0     0     0
588           1          1     1     1     1     0     1     1     1     1
589           1          1     1     1     1     0     1     1     1     1
590           1          1     1     1     1     1     1     1     1     1
591           1          1     1     1     1     1     1     1     1     1
592           1          1     1     1     1     1     1     1     1     0
593           1          1     1     1     1     1     1     1     1     0
594           1          1     1     1     1     1     1     1     1     1
595           1          1     1     1     1     1     1     1     1     0
596           1          1     1     1     1     1     1     1     0     1
597           1          1     1     1     1     1     1     0     1     1
598           1          1     1     1     1     1     0     0     0     0
599           1          1     1     1     1     1     0     0     0     0
600           1          1     1     1     1     1     1     1     1     1
601           1          1     1     1     1     1     1     1     1     1
602           1          1     1     1     1     1     1     1     1     1
603           1          1     1     1     1     1     1     1     1     1
604           1          1     1     1     1     1     1     0     1     1
605           1          1     1     1     1     1     0     0     0     0
606           1          1     1     1     1     0     1     1     1     1
607           1          1     1     1     1     1     1     1     1     1
608           1          1     1     1     1     1     1     1     1     1
609           1          1     1     1     1     1     1     1     1     1
610           1          1     1     1     1     1     1     1     1     1
611           1          1     1     1     1     1     1     1     1     1
612           1          1     1     1     1     1     1     1     1     1
613           1          1     1     1     1     1     1     1     1     1
614           1          1     1     1     1     1     1     1     1     1
615           1          1     1     1     1     1     1     1     1     1
616           1          1     1     1     1     1     1     1     0     1
617           1          1     1     1     1     1     1     1     1     1
618           1          1     1     1     1     1     1     1     1     1
619           1          1     1     1     1     1     1     1     0     0
620           1          1     1     1     1     1     1     1     1     1
621           1          1     1     1     1     1     1     1     1     1
622           1          1     1     1     1     1     1     1     1     1
623           1          1     1     1     1     1     1     1     1     1
624           1          1     1     1     1     1     1     1     1     1
625           1          1     1     1     1     1     1     1     1     1
626           1          1     1     1     1     1     1     1     1     0
627           1          1     1     1     1     1     1     1     1     0
628           1          1     1     1     1     1     0     0     0     1
629           1          1     1     1     1     1     1     1     1     1
630           1          1     1     1     1     1     1     1     1     1
631           1          1     1     1     1     1     1     1     1     1
632           1          1     1     1     1     1     1     1     1     1
633           1          1     1     1     1     1     1     1     0     1
634           1          1     1     1     1     1     1     1     0     0
635           1          1     1     1     1     1     1     1     1     1
636           1          1     1     1     1     1     1     1     1     1
637           1          1     1     1     1     1     1     1     0     1
638           1          1     1     1     1     1     1     1     1     1
    id_06 id_16 id_13 DeviceInfo  id_14  id_34  id_09  id_10  id_29  id_32
639  6347 22875 28534      44239 126561 127982 128698 128698 128698 129705
1       1     1     1          1      0      0      1      1      1      0
2       1     1     1          1      1      1      1      1      1      1
3       1     1     1          1      1      1      0      0      0      1
4       1     1     1          1      0      0      0      0      0      0
5       1     1     1          1      1      1      1      1      1      1
6       1     1     1          1      1      1      0      0      0      1
7       1     1     1          1      0      0      1      1      1      0
8       1     0     1          0      0      0      0      0      0      0
9       1     1     1          1      0      0      0      0      0      0
10      1     1     1          0      0      0      1      1      1      0
11      1     1     0          1      1      1      1      1      1      1
12      1     0     1          0      0      0      0      0      0      0
13      1     1     1          0      0      0      0      0      0      0
14      1     1     0          1      1      1      0      0      0      1
15      1     1     1          1      1      1      1      1      1      1
16      1     1     0          1      1      1      1      1      1      1
17      1     1     1          1      1      1      1      1      1      1
18      1     1     1          1      1      1      0      0      0      1
19      1     1     0          1      1      1      0      0      0      1
20      1     1     1          1      1      1      1      1      1      1
21      1     1     1          1      0      0      1      1      1      0
22      1     1     1          0      0      0      1      1      1      0
23      0     1     1          1      1      1      0      0      0      1
24      1     1     1          0      0      0      0      0      0      0
25      1     0     1          1      0      0      0      0      0      0
26      1     1     1          1      1      1      1      1      1      1
27      1     1     0          0      1      1      1      1      1      1
28      1     1     0          0      1      1      1      1      1      1
29      1     0     1          0      0      0      1      1      1      0
30      1     1     0          1      0      0      0      0      0      0
31      1     1     1          1      0      0      1      1      1      0
32      1     1     1          1      1      0      1      1      1      0
33      1     1     1          0      1      1      1      1      1      1
34      1     1     1          1      1      1      0      0      0      1
35      1     1     0          1      1      1      1      1      1      1
36      0     1     1          1      1      1      1      1      1      1
37      1     1     1          1      1      1      1      1      1      1
38      0     1     1          1      0      0      0      0      0      0
39      1     1     1          0      0      0      1      1      1      0
40      1     1     1          0      1      0      1      1      1      0
41      1     0     1          1      0      0      1      1      1      0
42      1     1     1          1      1      0      0      0      0      0
43      1     0     1          1      1      1      0      0      0      1
44      1     0     1          1      0      0      0      0      0      0
45      1     1     0          1      1      1      1      1      1      1
46      1     1     0          1      0      0      0      0      0      0
47      1     1     0          1      1      1      1      1      1      1
48      1     1     1          1      1      1      1      1      1      1
49      1     1     1          1      1      1      0      0      0      1
50      1     1     0          0      1      1      0      0      0      1
51      1     1     1          0      1      0      0      0      0      0
52      0     1     1          1      1      1      0      0      0      1
53      0     1     1          1      1      1      1      1      1      1
54      0     1     1          1      0      0      1      1      1      0
55      1     1     1          0      1      1      1      1      1      1
56      0     1     1          1      1      1      1      1      1      1
57      1     1     1          1      0      1      1      1      1      0
58      0     0     1          0      0      0      0      0      0      0
59      1     1     0          1      1      1      1      1      1      1
60      1     1     1          0      1      1      1      1      1      1
61      1     0     1          1      0      0      1      1      1      0
62      1     1     1          0      0      1      0      0      0      0
63      1     1     0          1      1      1      0      0      0      1
64      1     1     0          1      0      0      1      1      1      0
65      1     0     1          1      1      1      0      0      0      1
66      1     1     1          1      0      1      1      1      1      0
67      1     1     1          1      1      1      0      0      0      1
68      0     1     0          1      1      1      0      0      0      1
69      1     0     1          1      1      1      1      1      1      1
70      1     0     1          0      0      0      1      1      1      0
71      1     1     0          0      1      1      0      0      0      1
72      1     1     1          1      1      1      1      1      1      1
73      0     1     1          1      1      1      1      1      1      1
74      1     1     1          1      1      0      1      1      1      0
75      1     0     1          0      0      1      0      0      0      0
76      1     1     1          1      0      1      0      0      0      0
77      1     0     1          1      1      1      1      1      1      1
78      0     1     1          1      0      0      1      1      1      0
79      0     1     1          0      0      1      1      1      1      0
80      1     1     1          0      0      0      1      1      1      0
81      1     1     1          1      1      0      0      0      0      0
82      1     0     1          0      0      1      0      0      0      0
83      1     1     1          0      0      1      0      0      0      0
84      1     1     0          1      0      0      1      1      1      0
85      0     1     1          0      0      0      0      0      0      0
86      1     1     0          1      1      1      0      0      0      1
87      1     1     1          1      1      0      1      1      1      1
88      1     1     1          1      1      0      0      0      0      1
89      1     1     1          0      1      1      0      0      0      1
90      1     1     1          1      1      1      1      1      1      1
91      0     0     1          0      0      1      0      0      0      0
92      1     1     0          0      0      0      0      0      0      0
93      0     1     0          1      1      1      1      1      1      1
94      1     1     1          1      1      1      1      1      1      1
95      1     1     1          1      1      1      1      1      1      1
96      1     1     1          1      1      0      1      1      1      1
97      1     1     0          0      0      0      1      1      1      0
98      1     1     0          0      0      1      1      1      1      0
99      1     1     1          1      1      0      0      0      0      1
100     1     1     1          0      1      0      1      1      1      0
101     1     1     0          1      1      0      0      0      0      0
102     1     1     1          0      1      1      0      0      0      1
103     1     1     1          0      0      1      1      1      1      0
104     1     1     1          0      0      1      1      1      1      0
105     1     1     1          1      0      1      0      0      0      0
106     1     1     1          1      1      0      1      1      1      1
107     1     1     1          1      0      0      1      1      1      0
108     1     1     0          0      0      1      0      0      0      0
109     1     1     0          1      1      0      1      1      1      0
110     0     1     1          1      0      0      1      1      1      0
111     1     0     1          0      0      1      0      0      0      0
112     0     1     1          0      0      0      1      1      1      0
113     1     1     1          0      0      1      1      1      1      0
114     0     1     1          1      1      1      0      0      0      1
115     1     1     1          1      1      1      1      1      1      1
116     0     1     1          1      1      0      1      1      1      1
117     1     1     0          0      0      1      1      1      1      0
118     1     0     1          0      0      1      0      0      0      0
119     1     1     0          0      1      1      1      1      1      1
120     1     1     1          1      1      1      0      0      0      1
121     0     1     1          1      0      0      0      0      0      0
122     1     1     1          0      1      1      0      0      0      1
123     1     1     1          1      1      1      1      1      1      1
124     1     1     1          0      1      0      0      0      0      0
125     1     1     1          1      0      0      1      1      1      0
126     1     1     1          1      1      1      0      0      0      1
127     1     1     0          1      1      0      1      1      1      1
128     1     1     0          1      1      0      1      1      1      1
129     1     1     1          1      1      1      1      1      1      1
130     1     1     1          1      1      0      0      0      0      1
131     1     1     1          1      1      1      1      1      1      1
132     1     1     1          0      0      1      1      1      1      0
133     0     1     1          1      1      0      1      1      1      1
134     1     1     0          0      1      1      1      1      1      1
135     1     1     0          1      0      1      0      0      0      0
136     1     1     0          0      0      1      0      0      0      0
137     1     1     1          1      0      0      1      1      1      0
138     1     1     1          1      1      1      1      1      1      1
139     0     0     1          0      0      0      0      0      0      0
140     1     1     1          1      1      0      1      1      1      1
141     0     1     1          0      0      0      1      1      1      0
142     0     1     1          0      0      0      1      1      1      0
143     1     1     1          1      1      1      0      0      0      1
144     1     1     0          1      0      1      1      1      1      0
145     1     1     1          1      1      1      0      0      0      1
146     0     1     1          1      1      1      0      0      0      1
147     1     1     0          1      1      0      0      0      0      1
148     1     1     1          1      1      1      0      0      0      1
149     0     1     1          1      1      1      1      1      1      1
150     1     1     1          1      0      0      0      0      0      0
151     1     1     1          1      0      0      0      0      0      0
152     0     1     1          1      1      0      0      0      0      1
153     0     1     1          0      1      1      1      1      1      1
154     0     0     1          1      0      0      0      0      0      0
155     0     1     1          1      1      0      0      0      0      0
156     1     1     1          1      1      0      1      1      1      0
157     1     1     1          1      0      1      1      1      1      0
158     1     1     0          1      0      1      1      1      1      0
159     1     1     0          1      1      1      1      1      1      0
160     1     1     0          1      1      0      0      0      0      1
161     1     0     1          1      1      1      1      1      1      1
162     1     1     0          0      0      0      0      0      0      0
163     1     1     1          1      1      0      1      1      1      0
164     1     1     1          1      1      1      1      1      1      1
165     1     0     1          1      1      1      0      0      0      1
166     0     0     1          1      1      1      0      0      0      1
167     0     1     1          1      1      1      1      1      1      1
168     0     1     1          1      0      0      0      0      0      0
169     1     1     1          1      0      0      1      1      1      0
170     1     1     1          1      1      0      1      1      1      0
171     1     0     1          0      0      0      0      0      0      0
172     1     1     1          1      0      0      0      0      0      0
173     1     1     1          1      0      0      0      0      0      0
174     1     1     1          1      0      0      1      1      1      0
175     1     1     0          0      1      1      1      1      1      1
176     0     1     1          1      1      1      1      1      1      1
177     0     1     1          1      0      0      1      1      1      0
178     0     1     1          1      1      1      1      1      1      1
179     0     0     1          0      0      1      0      0      0      0
180     0     1     0          1      0      0      0      0      0      0
181     1     1     0          1      0      1      0      0      0      0
182     1     1     1          0      1      0      1      1      1      0
183     1     1     0          0      0      0      1      1      1      0
184     1     1     1          1      1      0      0      0      0      0
185     1     1     1          1      0      0      0      0      0      0
186     1     0     1          0      0      0      0      0      0      0
187     0     1     1          0      0      0      0      0      0      0
188     1     1     1          1      0      0      1      1      1      0
189     1     1     1          1      1      1      0      0      0      1
190     1     1     0          1      1      1      0      0      0      1
191     1     1     1          1      1      0      1      1      1      1
192     1     1     1          0      1      1      1      1      1      1
193     1     1     1          1      1      0      1      1      1      1
194     1     0     1          1      1      1      0      0      0      1
195     1     1     1          0      0      0      1      1      1      0
196     1     1     1          0      0      1      0      0      0      0
197     0     1     0          1      1      1      0      0      0      1
198     1     1     1          1      0      1      1      1      1      0
199     1     1     1          0      0      0      1      1      1      0
200     0     1     1          1      1      1      1      1      1      1
201     1     1     1          0      1      1      1      1      1      1
202     0     1     1          1      1      1      0      0      0      1
203     1     1     1          1      1      1      1      1      1      1
204     0     0     1          0      0      0      0      0      0      0
205     1     1     0          1      1      0      0      0      0      0
206     0     0     1          1      0      0      0      0      0      0
207     1     1     1          0      0      0      1      1      1      0
208     0     0     1          1      0      0      1      1      1      0
209     0     1     1          1      1      1      1      1      1      1
210     1     1     1          1      0      0      0      0      0      0
211     1     1     0          1      1      0      1      1      1      1
212     1     0     1          0      0      0      0      0      0      0
213     0     1     1          1      1      0      0      0      0      0
214     1     1     1          1      1      1      0      0      0      1
215     1     1     0          1      1      1      1      1      1      1
216     0     1     0          0      1      1      1      1      1      1
217     1     1     1          1      1      0      1      1      1      0
218     1     0     1          0      0      0      0      0      0      0
219     1     1     0          1      1      1      0      0      0      0
220     1     1     0          0      1      1      1      1      1      0
221     1     1     0          0      1      1      1      1      1      1
222     1     1     1          1      1      1      1      1      1      1
223     1     1     1          1      1      0      0      0      0      1
224     1     0     1          1      1      1      1      1      1      1
225     1     1     1          1      1      1      1      1      1      1
226     1     1     1          1      1      1      1      1      1      1
227     1     1     1          1      1      1      1      1      1      1
228     1     1     0          0      0      0      1      1      1      0
229     0     1     0          0      1      1      0      0      0      1
230     1     1     0          0      1      1      0      0      0      1
231     1     1     1          0      0      0      1      1      1      0
232     0     1     1          1      1      0      1      1      1      0
233     1     1     1          1      0      0      1      1      1      0
234     0     1     1          0      0      0      1      1      1      0
235     1     1     1          0      1      1      1      1      1      1
236     0     1     1          1      1      0      1      1      1      0
237     1     1     1          1      1      0      0      0      0      0
238     0     0     1          0      0      0      0      0      0      0
239     1     1     1          1      0      0      1      1      1      0
240     1     1     0          1      1      1      1      1      1      1
241     1     1     0          1      1      1      1      1      1      0
242     1     1     1          1      1      1      0      0      0      1
243     0     1     1          1      1      1      0      0      0      1
244     1     1     1          1      1      1      1      1      1      1
245     1     1     1          0      1      0      1      1      1      0
246     1     1     1          0      0      1      1      1      1      0
247     1     1     1          0      0      0      0      0      0      0
248     1     1     0          0      1      0      0      0      0      0
249     1     1     1          1      0      0      0      0      0      0
250     1     0     1          0      0      1      1      1      1      0
251     1     0     1          1      1      1      0      0      0      1
252     1     1     1          0      1      1      1      1      1      1
253     1     1     1          1      1      0      1      1      1      0
254     1     0     1          0      0      0      0      0      0      0
255     1     1     1          1      0      0      0      0      0      0
256     0     0     1          0      0      0      0      0      0      0
257     1     1     0          1      1      1      0      0      0      0
258     0     1     1          0      0      0      0      0      0      0
259     1     0     1          1      1      0      0      0      0      1
260     1     0     1          0      1      1      0      0      0      1
261     1     0     1          1      1      1      1      1      1      1
262     1     1     1          1      1      1      0      0      0      1
263     1     1     1          0      1      0      0      0      0      0
264     1     1     0          0      1      0      1      1      1      1
265     1     1     1          0      1      1      1      1      1      1
266     1     1     1          0      1      1      1      1      1      1
267     0     1     1          0      1      0      0      0      0      0
268     1     1     1          0      0      0      0      0      0      0
269     1     0     1          1      0      1      0      0      0      0
270     1     1     0          0      1      1      0      0      0      1
271     1     1     1          0      0      0      1      1      1      0
272     1     1     0          0      1      0      1      1      1      0
273     0     1     1          0      0      0      1      1      1      0
274     0     1     1          1      1      0      1      1      1      0
275     0     1     1          1      1      1      1      1      1      1
276     1     1     1          1      0      1      1      1      1      0
277     1     1     1          1      1      0      1      1      1      1
278     1     0     1          0      0      0      0      0      0      0
279     0     1     1          0      0      1      0      0      0      0
280     1     1     0          1      0      0      1      1      1      0
281     0     1     1          0      1      0      1      1      1      0
282     1     0     1          1      1      0      0      0      0      1
283     0     1     1          0      1      1      1      1      1      1
284     0     1     1          0      1      1      0      0      0      1
285     1     1     1          1      1      0      0      0      0      0
286     1     1     0          1      1      1      1      1      1      1
287     0     1     1          1      1      0      1      1      1      1
288     1     1     1          1      1      0      1      1      1      0
289     0     0     1          0      0      0      0      0      0      0
290     1     1     1          1      0      0      0      0      0      0
291     0     1     1          0      1      1      0      0      0      1
292     1     1     1          1      0      0      1      1      1      0
293     0     1     1          1      1      0      1      1      1      1
294     0     1     1          1      1      1      0      0      0      1
295     0     1     1          1      1      0      0      0      0      0
296     0     1     1          1      0      0      1      1      1      0
297     1     1     1          1      1      1      1      1      1      1
298     1     1     1          1      1      1      1      1      1      1
299     1     1     1          1      1      1      0      0      0      1
300     1     1     1          0      1      0      1      1      1      0
301     1     0     1          1      0      0      0      0      0      0
302     1     1     1          0      1      0      0      0      0      0
303     1     0     1          1      0      1      0      0      0      0
304     1     1     0          1      1      0      1      1      1      0
305     1     0     1          0      0      1      1      1      1      0
306     0     1     1          1      1      0      0      0      0      1
307     1     1     1          1      1      0      0      0      0      1
308     1     1     1          0      1      1      0      0      0      1
309     1     1     1          1      1      1      0      0      0      1
310     1     1     1          0      1      0      1      1      1      0
311     1     1     1          0      1      1      0      0      0      1
312     0     1     0          1      1      1      1      1      1      1
313     0     1     0          1      1      1      1      1      1      1
314     1     1     1          1      1      1      0      0      0      1
315     1     1     0          1      1      0      1      1      1      1
316     1     1     0          1      1      1      1      1      1      1
317     1     1     1          0      0      0      0      0      0      0
318     1     1     0          1      1      1      0      0      0      1
319     1     1     0          1      1      0      1      1      1      1
320     1     1     1          1      1      0      1      1      1      1
321     1     1     1          0      0      0      0      0      0      0
322     0     1     1          0      1      0      1      1      1      0
323     1     1     0          1      1      1      1      1      1      1
324     1     1     1          1      0      0      1      1      1      0
325     1     1     1          0      0      0      1      1      1      0
326     1     0     1          1      1      1      1      1      1      1
327     1     1     1          1      1      1      1      1      1      1
328     1     1     1          1      1      1      1      1      1      1
329     1     1     1          1      1      1      1      1      1      1
330     1     1     1          0      1      1      1      1      1      1
331     0     0     1          0      0      1      0      0      0      0
332     1     1     1          0      0      0      0      0      0      0
333     1     1     0          0      0      1      1      1      1      0
334     0     1     1          0      0      0      0      0      0      0
335     1     0     1          1      0      1      1      1      1      0
336     1     1     1          1      0      0      1      1      1      0
337     1     1     1          0      1      0      1      1      1      0
338     1     0     1          1      0      1      1      1      1      0
339     1     1     0          1      1      1      0      0      0      1
340     1     1     0          1      1      1      0      0      0      1
341     1     0     1          1      1      1      0      0      0      1
342     1     1     0          1      1      0      1      1      1      0
343     1     1     0          1      1      0      1      1      1      1
344     1     1     1          0      1      1      1      1      1      1
345     1     1     0          1      1      1      1      1      1      1
346     0     0     1          1      1      1      0      0      0      1
347     0     1     1          1      0      1      1      1      1      0
348     0     1     1          1      1      1      1      1      1      1
349     1     1     1          1      1      0      0      0      0      1
350     1     1     1          0      1      0      1      1      1      0
351     1     1     1          0      0      0      1      1      1      0
352     1     0     1          1      1      1      0      0      0      1
353     0     1     1          1      1      1      1      1      1      1
354     0     1     1          1      1      1      1      1      1      1
355     1     1     1          1      1      0      1      1      1      1
356     1     1     1          0      1      1      1      1      1      1
357     1     1     1          1      1      1      1      1      1      1
358     1     1     1          1      1      0      1      1      1      1
359     1     1     1          1      1      1      1      1      1      1
360     0     1     0          0      0      1      0      0      0      0
361     1     0     1          1      0      0      0      0      0      0
362     0     1     0          1      1      1      0      0      0      0
363     1     1     0          0      1      0      0      0      0      0
364     0     0     1          1      1      1      0      0      0      1
365     1     0     1          0      0      0      1      1      1      0
366     1     1     1          1      0      0      1      1      1      0
367     1     1     1          0      0      0      1      1      1      0
368     1     1     0          1      1      1      0      0      0      1
369     1     1     1          0      0      1      1      1      1      0
370     1     1     0          1      1      0      0      0      0      1
371     1     1     1          0      1      1      0      0      0      1
372     1     1     1          0      1      0      0      0      0      1
373     0     0     1          0      0      0      1      1      1      0
374     1     1     0          1      1      1      0      0      0      1
375     1     1     1          0      1      1      1      1      1      1
376     1     1     1          0      1      1      1      1      1      0
377     1     1     1          1      1      0      1      1      1      1
378     1     1     1          0      1      1      1      1      1      1
379     1     1     1          0      0      0      0      0      0      0
380     0     1     1          1      1      0      1      1      1      0
381     0     1     1          0      0      0      1      1      1      0
382     0     0     1          1      1      0      0      0      0      1
383     1     1     1          1      1      1      1      1      1      1
384     1     0     1          1      0      0      0      0      0      0
385     1     1     1          1      1      1      1      1      1      1
386     1     1     1          1      1      1      1      1      1      1
387     1     1     1          0      1      0      1      1      1      1
388     1     1     1          0      1      0      0      0      0      0
389     0     1     1          1      1      1      0      0      0      1
390     0     1     1          1      0      0      1      1      1      0
391     0     1     1          1      1      0      1      1      1      1
392     0     0     1          1      1      1      0      0      0      1
393     0     0     1          1      1      1      1      1      1      1
394     1     1     1          1      1      0      1      1      1      0
395     1     1     1          1      1      1      0      0      0      1
396     1     1     1          1      1      1      0      0      0      1
397     1     1     1          0      1      0      1      1      1      0
398     0     1     1          1      1      1      1      1      1      1
399     1     1     1          1      1      1      1      1      1      1
400     1     1     1          1      1      1      1      1      1      1
401     1     1     1          1      1      1      1      1      1      1
402     1     1     1          1      1      1      1      1      1      0
403     1     1     1          1      1      1      1      1      1      1
404     0     1     0          0      0      0      0      0      0      0
405     1     1     1          0      0      0      0      0      0      0
406     1     0     1          0      0      0      0      0      0      0
407     0     1     1          1      0      1      0      0      0      0
408     1     1     1          1      0      0      0      0      0      0
409     1     1     0          0      1      1      0      0      0      0
410     1     1     1          0      1      1      0      0      0      0
411     1     1     0          1      1      0      0      0      0      1
412     1     1     0          0      1      0      1      1      1      0
413     0     1     0          1      0      0      1      1      1      0
414     1     0     1          1      0      0      1      1      1      0
415     0     0     1          1      0      0      0      0      0      0
416     1     1     1          1      1      1      0      0      0      0
417     1     1     1          1      1      0      0      0      0      1
418     1     1     1          1      0      0      0      0      0      0
419     1     1     0          0      0      1      1      1      1      0
420     0     1     0          1      1      0      1      1      1      0
421     1     1     1          1      0      0      1      1      1      0
422     1     1     0          1      1      1      0      0      0      1
423     1     1     0          0      1      1      0      0      0      1
424     1     1     1          0      0      1      1      1      1      0
425     1     1     0          1      1      0      1      1      1      0
426     0     1     0          1      1      1      0      0      0      1
427     0     0     1          1      1      1      0      0      0      1
428     1     1     1          1      1      1      0      0      0      1
429     1     1     0          1      1      1      1      1      1      0
430     1     1     0          0      1      0      1      1      1      0
431     1     0     1          0      1      1      0      0      0      1
432     1     1     1          1      1      1      0      0      0      1
433     0     1     1          1      0      1      0      0      0      0
434     0     0     1          1      0      0      1      1      1      0
435     1     1     1          1      1      1      0      0      0      1
436     0     1     1          1      1      1      0      0      0      0
437     1     1     1          0      1      1      1      1      1      0
438     1     0     1          1      1      1      1      1      1      1
439     1     0     1          1      1      0      1      1      1      1
440     1     1     1          1      1      1      1      1      1      0
441     1     1     0          0      1      1      1      1      1      1
442     0     1     1          1      1      0      1      1      1      0
443     0     1     1          1      0      1      1      1      1      0
444     0     1     1          0      1      0      1      1      1      0
445     1     1     1          1      0      0      0      0      0      0
446     1     0     1          1      1      0      0      0      0      0
447     1     1     1          1      1      1      1      1      1      1
448     1     1     0          0      1      1      1      1      1      1
449     1     1     1          1      1      0      0      0      0      0
450     1     1     1          0      1      1      1      1      1      1
451     0     1     1          1      1      0      1      1      1      1
452     1     1     1          1      1      1      0      0      0      0
453     0     1     1          1      1      0      0      0      0      1
454     0     1     1          1      1      1      1      1      1      0
455     0     0     1          1      1      0      1      1      1      1
456     1     1     1          1      1      0      1      1      1      0
457     1     1     1          1      0      0      1      1      1      0
458     1     1     1          0      0      0      1      1      1      0
459     0     1     1          1      1      1      0      0      0      1
460     0     1     1          1      1      0      0      0      0      1
461     1     1     1          1      1      1      0      0      0      1
462     1     1     1          1      1      0      1      1      1      0
463     1     1     1          0      0      0      1      1      1      0
464     1     1     1          1      1      0      0      0      0      1
465     0     1     1          1      1      0      1      1      1      1
466     1     1     1          1      1      0      1      1      1      0
467     1     1     1          1      0      1      1      1      1      0
468     1     1     1          1      0      0      1      1      1      0
469     1     0     1          1      1      0      0      0      0      1
470     1     1     1          1      1      1      0      0      0      1
471     1     1     1          1      0      1      1      1      1      0
472     0     1     1          1      1      0      1      1      1      1
473     1     1     1          1      1      0      1      1      1      1
474     1     1     1          1      1      0      1      1      1      1
475     1     1     1          0      1      1      1      1      1      1
476     1     1     1          1      1      1      1      1      1      1
477     0     0     1          0      0      1      0      0      0      0
478     0     0     1          0      0      0      0      0      0      0
479     0     1     1          0      0      0      0      0      0      0
480     0     1     1          0      0      1      0      0      0      0
481     0     0     1          1      0      0      0      0      0      0
482     0     0     1          0      0      0      0      0      0      0
483     0     1     1          1      0      0      0      0      0      0
484     0     1     0          1      1      0      0      0      0      0
485     1     0     1          0      0      0      0      0      0      0
486     1     1     0          1      0      0      0      0      0      0
487     0     1     1          0      0      0      0      0      0      0
488     1     1     1          0      0      0      0      0      0      0
489     1     1     1          0      0      0      0      0      0      0
490     1     1     0          1      0      0      0      0      0      0
491     0     1     1          0      1      0      1      1      1      0
492     0     1     1          0      0      0      1      1      1      0
493     1     1     1          0      0      1      0      0      0      0
494     1     0     1          1      1      0      0      0      0      0
495     0     1     1          1      0      0      1      1      1      0
496     1     1     1          1      1      0      0      0      0      0
497     1     1     1          1      0      1      0      0      0      0
498     1     1     1          0      0      0      1      1      1      0
499     1     1     0          0      0      0      1      1      1      0
500     0     1     1          1      1      0      1      1      1      0
501     0     1     0          1      1      1      0      0      0      1
502     0     0     1          1      1      0      0      0      0      1
503     1     1     1          1      0      0      1      1      1      0
504     0     1     1          0      0      0      0      0      0      0
505     0     0     1          1      0      0      0      0      0      0
506     1     1     1          0      0      0      1      1      1      0
507     1     0     1          1      1      1      0      0      0      1
508     0     1     1          0      1      1      0      0      0      1
509     0     1     0          1      1      1      0      0      0      1
510     1     1     1          1      0      1      0      0      0      0
511     1     1     1          0      1      1      0      0      0      1
512     1     1     0          0      1      1      1      1      1      0
513     1     1     0          0      1      0      0      0      0      1
514     0     1     1          1      1      1      0      0      0      1
515     1     1     1          1      0      0      1      1      1      0
516     0     1     1          0      1      0      0      0      0      0
517     0     1     1          0      0      1      0      0      0      0
518     0     0     1          1      1      0      0      0      0      0
519     1     1     1          1      1      1      0      0      0      1
520     0     1     1          1      1      1      1      1      1      1
521     0     1     1          0      1      0      1      1      1      1
522     1     1     1          0      0      1      1      1      1      0
523     1     1     0          0      1      1      1      1      1      0
524     1     1     0          0      1      1      0      0      0      1
525     0     1     1          1      1      0      0      0      0      1
526     0     1     1          1      0      1      1      1      1      0
527     0     1     0          1      1      1      1      1      1      0
528     1     1     1          1      1      1      0      0      0      1
529     1     1     1          1      0      0      1      1      1      0
530     0     0     1          1      0      1      0      0      0      0
531     1     1     0          1      1      1      0      0      0      1
532     1     1     0          0      1      1      0      0      0      1
533     1     1     0          0      1      1      1      1      1      1
534     0     1     1          1      1      1      1      1      1      1
535     0     1     0          0      1      1      1      1      1      1
536     1     1     1          1      0      1      1      1      1      0
537     1     1     1          0      0      1      1      1      1      0
538     1     1     1          1      0      1      1      1      1      0
539     1     1     0          1      1      1      0      0      0      1
540     1     1     1          1      1      1      0      0      0      1
541     1     1     1          0      1      0      1      1      1      0
542     1     1     1          1      1      1      0      0      0      1
543     1     1     1          1      1      0      1      1      1      1
544     1     1     1          0      1      0      0      0      0      0
545     1     1     0          1      1      1      0      0      0      1
546     1     1     0          1      1      0      1      1      1      1
547     1     1     0          0      1      1      1      1      1      0
548     1     1     0          0      1      0      1      1      1      1
549     0     1     1          1      0      0      0      0      0      0
550     0     1     1          0      1      1      1      1      1      1
551     1     1     0          0      1      1      1      1      1      1
552     1     1     1          1      1      0      0      0      0      0
553     1     1     1          0      1      0      0      0      0      0
554     1     0     1          1      0      0      0      0      0      0
555     1     0     1          0      1      1      1      1      1      1
556     0     1     1          1      0      0      0      0      0      0
557     1     1     1          1      1      1      1      1      1      1
558     0     1     1          1      1      1      0      0      0      1
559     0     1     1          1      1      0      0      0      0      1
560     0     0     1          1      1      1      0      0      0      1
561     1     1     1          0      1      1      1      1      1      1
562     1     1     1          0      1      1      1      1      1      1
563     1     1     0          0      1      0      1      1      1      1
564     1     0     1          0      0      1      0      0      0      0
565     0     1     1          1      1      0      1      1      1      1
566     0     1     1          1      1      0      0      0      0      0
567     1     1     1          1      1      1      1      1      1      1
568     0     1     1          1      1      1      1      1      1      1
569     0     1     1          1      1      1      0      0      0      1
570     0     1     1          1      0      0      1      1      1      0
571     1     1     1          0      1      0      0      0      0      0
572     1     1     0          1      1      1      1      1      1      1
573     1     0     1          1      0      1      0      0      0      0
574     0     1     1          0      1      0      1      1      1      0
575     1     1     0          1      1      1      1      1      1      1
576     1     1     1          1      1      1      1      1      1      1
577     0     1     1          1      1      1      1      1      1      0
578     0     1     1          1      1      1      0      0      0      1
579     0     1     1          1      1      1      0      0      0      1
580     1     1     1          0      1      1      1      1      1      1
581     1     1     0          1      1      1      1      1      1      1
582     1     1     1          1      1      1      1      1      1      1
583     1     1     1          1      0      1      0      0      0      0
584     1     1     0          1      1      1      1      1      1      1
585     0     1     1          1      1      1      0      0      0      1
586     1     1     1          1      1      1      1      1      1      1
587     0     1     1          1      1      1      1      1      1      1
588     1     1     1          1      1      0      1      1      1      1
589     1     1     1          0      1      1      1      1      1      1
590     1     1     1          1      0      1      0      0      0      0
591     1     1     1          1      0      0      1      1      1      0
592     0     1     1          0      1      0      1      1      1      0
593     0     0     1          1      1      1      0      0      0      1
594     1     1     1          1      1      1      0      0      0      0
595     0     1     1          1      0      0      1      1      1      0
596     1     1     1          1      0      1      1      1      1      0
597     1     1     1          1      1      1      0      0      0      1
598     0     1     1          1      1      1      1      1      1      1
599     0     1     1          0      1      1      1      1      1      1
600     1     1     1          1      1      1      0      0      0      1
601     1     1     1          1      1      0      0      0      0      1
602     1     1     1          0      1      1      0      0      0      1
603     1     0     1          1      1      1      0      0      0      1
604     1     1     1          1      0      0      1      1      1      0
605     0     1     1          0      1      0      1      1      1      1
606     1     1     1          0      0      0      1      1      1      0
607     1     1     1          1      1      1      0      0      0      1
608     1     1     1          1      1      1      0      0      0      1
609     1     1     1          1      1      1      0      0      0      1
610     1     1     1          1      1      0      0      0      0      1
611     1     1     1          0      1      1      0      0      0      1
612     1     1     1          0      1      1      0      0      0      1
613     1     1     1          0      1      0      1      1      1      0
614     1     1     1          0      0      1      1      1      1      0
615     1     0     1          1      1      1      0      0      0      1
616     1     1     1          1      1      1      0      0      0      1
617     1     1     1          1      1      1      1      1      1      0
618     1     1     1          1      1      1      0      0      0      1
619     0     1     1          1      1      1      1      1      1      1
620     1     1     1          1      1      1      1      1      1      1
621     1     1     1          1      1      1      1      1      1      0
622     1     1     1          1      1      1      0      0      0      1
623     1     1     1          0      1      1      1      1      1      1
624     1     1     1          0      1      1      1      1      1      0
625     1     0     1          1      1      1      1      1      1      1
626     0     1     1          1      1      1      1      1      1      1
627     0     1     1          0      1      1      1      1      1      1
628     1     1     1          1      1      1      1      1      1      1
629     1     1     1          1      1      1      1      1      1      1
630     1     1     1          1      1      1      1      1      1      1
631     1     0     1          1      1      1      1      1      1      1
632     1     0     1          1      1      0      1      1      1      1
633     1     1     1          1      1      1      1      1      1      1
634     0     1     1          1      1      1      1      1      1      1
635     1     1     1          0      1      1      1      1      1      1
636     1     1     1          0      1      1      1      1      1      1
637     1     1     1          1      1      1      1      1      1      1
638     1     1     1          1      1      1      1      1      1      1
     id_30 id_33_1 id_33_2  id_03  id_04  id_18  id_22  id_23  id_27
639 129738  134002  134002 145157 145157 181974 267731 267731 267731
1        0       0       0      1      1      0      0      0      0
2        1       1       1      1      1      0      0      0      0
3        1       1       1      0      0      0      0      0      0
4        0       0       0      0      0      0      0      0      0
5        1       1       1      1      1      1      0      0      0
6        1       1       1      0      0      1      0      0      0
7        0       0       0      1      1      1      0      0      0
8        0       0       0      0      0      0      0      0      0
9        0       0       0      0      0      1      0      0      0
10       0       0       0      1      1      0      0      0      0
11       1       1       1      1      1      0      0      0      0
12       0       0       0      0      0      1      0      0      0
13       0       0       0      0      0      0      0      0      0
14       1       1       1      0      0      0      0      0      0
15       1       1       1      0      0      0      0      0      0
16       1       1       1      1      1      1      0      0      0
17       1       1       1      0      0      1      0      0      0
18       1       1       1      0      0      1      1      1      1
19       1       1       1      0      0      1      0      0      0
20       1       1       1      1      1      1      1      1      1
21       0       0       0      0      0      0      0      0      0
22       0       0       0      1      1      1      0      0      0
23       1       1       1      0      0      0      0      0      0
24       0       0       0      0      0      1      0      0      0
25       0       0       0      0      0      0      0      0      0
26       1       0       0      1      1      0      0      0      0
27       1       1       1      1      1      1      0      0      0
28       1       1       1      1      1      0      0      0      0
29       0       0       0      0      0      0      0      0      0
30       0       0       0      0      0      0      0      0      0
31       0       0       0      0      0      1      0      0      0
32       0       0       0      1      1      0      0      0      0
33       1       1       1      1      1      1      1      1      1
34       1       0       0      0      0      0      0      0      0
35       1       1       1      0      0      0      0      0      0
36       1       1       1      1      1      0      1      1      1
37       1       0       0      1      1      1      0      0      0
38       0       0       0      0      0      0      0      0      0
39       0       0       0      0      0      0      0      0      0
40       0       0       0      1      1      0      0      0      0
41       0       0       0      0      0      1      0      0      0
42       0       0       0      0      0      0      0      0      0
43       1       1       1      0      0      0      0      0      0
44       0       0       0      0      0      1      0      0      0
45       1       1       1      0      0      1      0      0      0
46       0       0       0      0      0      1      0      0      0
47       1       0       0      1      1      0      0      0      0
48       1       1       1      1      1      0      1      1      1
49       1       0       0      0      0      1      0      0      0
50       1       1       1      0      0      0      0      0      0
51       0       0       0      0      0      0      0      0      0
52       1       1       1      0      0      0      1      1      1
53       1       1       1      1      1      0      0      0      0
54       0       0       0      1      1      0      0      0      0
55       1       1       1      1      1      1      0      0      0
56       1       1       1      0      0      0      1      1      1
57       0       0       0      1      1      0      0      0      0
58       0       0       0      0      0      0      0      0      0
59       1       0       0      1      1      1      0      0      0
60       1       1       1      1      1      0      0      0      0
61       0       0       0      0      0      0      0      0      0
62       0       0       0      0      0      0      0      0      0
63       1       0       0      0      0      0      0      0      0
64       0       0       0      1      1      0      0      0      0
65       1       1       1      0      0      1      0      0      0
66       0       0       0      1      1      1      0      0      0
67       1       1       1      0      0      0      1      1      1
68       1       1       1      0      0      0      0      0      0
69       1       1       1      0      0      0      0      0      0
70       0       0       0      0      0      1      0      0      0
71       1       1       1      0      0      1      0      0      0
72       1       1       1      0      0      1      1      1      1
73       1       1       1      1      1      0      0      0      0
74       0       0       0      1      1      1      0      0      0
75       0       0       0      0      0      0      0      0      0
76       0       0       0      0      0      0      0      0      0
77       1       1       1      0      0      1      0      0      0
78       0       0       0      1      1      0      1      1      1
79       0       0       0      1      1      0      0      0      0
80       0       0       0      0      0      1      0      0      0
81       0       0       0      0      0      1      0      0      0
82       0       0       0      0      0      1      0      0      0
83       0       0       0      0      0      1      0      0      0
84       0       0       0      1      1      1      0      0      0
85       0       0       0      0      0      0      0      0      0
86       1       0       0      0      0      1      0      0      0
87       1       1       1      1      1      0      0      0      0
88       1       1       1      0      0      0      0      0      0
89       1       1       1      0      0      0      0      0      0
90       1       1       1      1      1      1      1      1      1
91       0       0       0      0      0      0      0      0      0
92       0       0       0      0      0      0      0      0      0
93       1       1       1      1      1      0      0      0      0
94       1       0       0      0      0      1      0      0      0
95       1       0       0      0      0      0      0      0      0
96       1       1       1      1      1      1      0      0      0
97       0       0       0      1      1      0      0      0      0
98       0       0       0      1      1      0      0      0      0
99       1       1       1      0      0      1      0      0      0
100      0       0       0      1      1      1      0      0      0
101      0       0       0      0      0      0      0      0      0
102      1       1       1      0      0      1      0      0      0
103      0       0       0      1      1      1      0      0      0
104      0       0       0      1      1      0      0      0      0
105      0       0       0      0      0      1      0      0      0
106      1       1       1      1      1      1      1      1      1
107      0       0       0      1      1      1      0      0      0
108      0       0       0      0      0      0      0      0      0
109      0       0       0      1      1      0      0      0      0
110      0       0       0      1      1      0      1      1      1
111      0       0       0      0      0      0      0      0      0
112      0       0       0      1      1      0      0      0      0
113      0       0       0      1      1      0      0      0      0
114      1       0       0      0      0      0      0      0      0
115      1       0       0      1      1      1      1      1      1
116      1       1       1      1      1      0      1      1      1
117      0       0       0      1      1      1      0      0      0
118      0       0       0      0      0      1      0      0      0
119      1       1       1      0      0      0      0      0      0
120      1       1       1      0      0      1      1      1      1
121      0       0       0      0      0      0      1      1      1
122      1       1       1      0      0      1      1      1      1
123      1       1       1      1      1      0      1      1      1
124      0       0       0      0      0      1      0      0      0
125      0       0       0      1      1      0      0      0      0
126      1       0       0      0      0      1      1      1      1
127      1       1       1      1      1      0      0      0      0
128      1       1       1      1      1      1      0      0      0
129      1       1       1      1      1      1      0      0      0
130      1       1       1      0      0      1      1      1      1
131      1       1       1      0      0      0      1      1      1
132      0       0       0      1      1      1      0      0      0
133      1       1       1      0      0      0      1      1      1
134      1       1       1      0      0      1      0      0      0
135      0       0       0      0      0      0      0      0      0
136      0       0       0      0      0      1      0      0      0
137      0       0       0      1      1      1      1      1      1
138      1       1       1      0      0      1      1      1      1
139      0       0       0      0      0      0      1      1      1
140      1       1       1      0      0      1      0      0      0
141      0       0       0      1      1      0      1      1      1
142      0       0       0      1      1      0      0      0      0
143      1       1       1      1      1      0      0      0      0
144      0       0       0      1      1      1      0      0      0
145      1       1       1      0      0      0      1      1      1
146      1       1       1      0      0      0      1      1      1
147      1       1       1      0      0      0      0      0      0
148      1       1       1      0      0      1      0      0      0
149      1       0       0      1      1      0      1      1      1
150      0       0       0      0      0      1      0      0      0
151      0       0       0      0      0      0      0      0      0
152      1       1       1      0      0      0      1      1      1
153      1       1       1      1      1      0      1      1      1
154      0       0       0      0      0      0      0      0      0
155      0       0       0      0      0      0      0      0      0
156      0       0       0      0      0      0      0      0      0
157      0       0       0      0      0      1      0      0      0
158      0       0       0      1      1      0      0      0      0
159      0       0       0      1      1      0      0      0      0
160      1       1       1      0      0      1      0      0      0
161      1       1       1      0      0      1      1      1      1
162      0       0       0      0      0      1      0      0      0
163      0       0       0      0      0      1      0      0      0
164      1       1       1      1      1      0      0      0      0
165      1       1       1      0      0      1      1      1      1
166      1       1       1      0      0      0      0      0      0
167      1       1       1      1      1      0      1      1      1
168      0       0       0      0      0      0      1      1      1
169      0       0       0      1      1      0      1      1      1
170      0       0       0      1      1      0      1      1      1
171      0       0       0      0      0      1      0      0      0
172      0       0       0      0      0      0      0      0      0
173      0       0       0      0      0      0      1      1      1
174      0       0       0      1      1      0      1      1      1
175      1       0       0      1      1      0      0      0      0
176      1       1       1      1      1      0      1      1      1
177      0       0       0      0      0      0      1      1      1
178      1       0       0      0      0      0      1      1      1
179      0       0       0      0      0      0      0      0      0
180      0       0       0      0      0      0      0      0      0
181      0       0       0      0      0      1      0      0      0
182      0       0       0      0      0      0      0      0      0
183      0       0       0      1      1      1      0      0      0
184      0       0       0      0      0      0      1      1      1
185      0       0       0      0      0      1      1      1      1
186      0       0       0      0      0      0      0      0      0
187      0       0       0      0      0      0      1      1      1
188      0       0       0      1      1      0      0      0      0
189      1       1       1      0      0      0      0      0      0
190      1       1       1      1      1      0      0      0      0
191      1       1       1      0      0      0      0      0      0
192      1       1       1      1      1      0      1      1      1
193      1       1       1      0      0      1      1      1      1
194      1       0       0      0      0      0      0      0      0
195      0       0       0      1      1      1      0      0      0
196      0       0       0      0      0      1      1      1      1
197      1       0       0      0      0      0      0      0      0
198      0       0       0      0      0      0      0      0      0
199      0       0       0      1      1      1      0      0      0
200      1       0       0      1      1      0      0      0      0
201      1       1       1      0      0      0      0      0      0
202      1       0       0      0      0      0      1      1      1
203      1       1       1      1      1      1      0      0      0
204      0       0       0      0      0      0      0      0      0
205      0       0       0      0      0      1      0      0      0
206      0       0       0      0      0      0      1      1      1
207      0       0       0      1      1      0      0      0      0
208      0       0       0      0      0      0      1      1      1
209      1       1       1      0      0      0      0      0      0
210      0       0       0      0      0      0      1      1      1
211      1       1       1      0      0      1      0      0      0
212      0       0       0      0      0      0      0      0      0
213      0       0       0      0      0      0      1      1      1
214      1       1       1      0      0      0      0      0      0
215      1       0       0      0      0      1      0      0      0
216      1       1       1      1      1      0      0      0      0
217      0       0       0      1      1      0      1      1      1
218      0       0       0      0      0      1      0      0      0
219      0       0       0      0      0      0      0      0      0
220      0       0       0      1      1      0      0      0      0
221      1       0       0      1      1      1      0      0      0
222      1       1       1      1      1      0      0      0      0
223      1       1       1      0      0      0      1      1      1
224      1       1       1      0      0      0      1      1      1
225      1       1       1      1      1      0      1      1      1
226      1       0       0      1      1      0      1      1      1
227      1       1       1      1      1      0      1      1      1
228      0       0       0      0      0      0      0      0      0
229      1       1       1      0      0      0      0      0      0
230      1       0       0      0      0      1      0      0      0
231      0       0       0      1      1      0      0      0      0
232      0       0       0      1      1      0      0      0      0
233      0       0       0      1      1      1      0      0      0
234      0       0       0      1      1      0      1      1      1
235      0       1       1      1      1      0      0      0      0
236      0       0       0      1      1      0      1      1      1
237      0       0       0      0      0      1      1      1      1
238      0       0       0      0      0      0      1      1      1
239      0       0       0      1      1      1      0      0      0
240      1       0       0      0      0      0      0      0      0
241      0       0       0      1      1      1      0      0      0
242      1       1       1      1      1      1      0      0      0
243      1       1       1      0      0      0      1      1      1
244      1       1       1      1      1      1      0      0      0
245      0       0       0      1      1      0      1      1      1
246      0       0       0      1      1      1      1      1      1
247      0       0       0      0      0      0      0      0      0
248      0       0       0      0      0      0      0      0      0
249      0       0       0      1      1      0      0      0      0
250      0       0       0      0      0      0      0      0      0
251      1       0       0      0      0      1      0      0      0
252      1       1       1      0      0      1      0      0      0
253      0       0       0      1      1      1      1      1      1
254      0       0       0      0      0      0      0      0      0
255      0       0       0      0      0      1      0      0      0
256      0       0       0      0      0      0      1      1      1
257      0       0       0      0      0      1      0      0      0
258      0       0       0      0      0      0      1      1      1
259      1       1       1      0      0      0      0      0      0
260      1       1       1      0      0      0      0      0      0
261      1       0       0      0      0      0      0      0      0
262      1       1       1      0      0      1      0      0      0
263      0       0       0      0      0      0      1      1      1
264      1       1       1      1      1      1      0      0      0
265      1       1       1      0      0      1      1      1      1
266      1       0       0      1      1      1      1      1      1
267      0       0       0      0      0      0      0      0      0
268      0       0       0      0      0      1      0      0      0
269      0       0       0      0      0      0      0      0      0
270      1       0       0      0      0      0      0      0      0
271      0       0       0      1      1      0      0      0      0
272      0       0       0      1      1      0      0      0      0
273      0       0       0      0      0      0      1      1      1
274      0       0       0      1      1      0      1      1      1
275      1       1       1      1      1      0      1      1      1
276      0       0       0      1      1      1      1      1      1
277      1       1       1      1      1      0      1      1      1
278      0       0       0      0      0      0      0      0      0
279      0       0       0      0      0      0      0      0      0
280      0       0       0      0      0      0      0      0      0
281      0       0       0      1      1      0      0      0      0
282      1       1       1      0      0      1      0      0      0
283      1       1       1      1      1      0      0      0      0
284      1       1       1      0      0      0      1      1      1
285      0       0       0      0      0      0      1      1      1
286      1       1       1      1      1      1      0      0      0
287      1       0       0      1      1      0      1      1      1
288      0       0       0      1      1      1      1      1      1
289      0       0       0      0      0      0      0      0      0
290      0       0       0      0      0      0      0      0      0
291      1       1       1      0      0      0      0      0      0
292      0       0       0      1      1      0      0      0      0
293      1       1       1      1      1      0      0      0      0
294      1       1       1      0      0      1      0      0      0
295      0       0       0      0      0      0      1      1      1
296      0       0       0      0      0      0      1      1      1
297      1       0       0      1      1      1      0      0      0
298      1       1       1      1      1      0      0      0      0
299      1       0       0      0      0      0      1      1      1
300      0       0       0      1      1      0      1      1      1
301      0       0       0      0      0      1      0      0      0
302      0       0       0      0      0      0      0      0      0
303      0       0       0      0      0      1      0      0      0
304      0       0       0      0      0      0      0      0      0
305      0       0       0      0      0      1      0      0      0
306      1       1       1      0      0      0      0      0      0
307      1       0       0      0      0      1      0      0      0
308      1       0       0      0      0      1      0      0      0
309      1       0       0      0      0      1      0      0      0
310      0       0       0      1      1      0      0      0      0
311      0       1       1      0      0      1      0      0      0
312      1       1       1      0      0      0      0      0      0
313      1       0       0      1      1      0      0      0      0
314      1       1       1      0      0      1      0      0      0
315      1       0       0      1      1      0      0      0      0
316      1       0       0      1      1      0      0      0      0
317      0       0       0      0      0      0      1      1      1
318      1       1       1      1      1      1      0      0      0
319      1       0       0      1      1      1      0      0      0
320      1       0       0      1      1      1      0      0      0
321      0       0       0      0      0      1      1      1      1
322      0       0       0      1      1      0      1      1      1
323      1       1       1      1      1      1      0      0      0
324      0       0       0      0      0      1      1      1      1
325      0       0       0      1      1      0      1      1      1
326      1       1       1      0      0      0      1      1      1
327      1       1       1      0      0      0      1      1      1
328      1       1       1      1      1      1      1      1      1
329      1       1       1      1      1      1      1      1      1
330      1       1       1      1      1      0      1      1      1
331      0       0       0      0      0      0      0      0      0
332      0       0       0      0      0      0      0      0      0
333      0       0       0      0      0      0      0      0      0
334      0       0       0      0      0      0      1      1      1
335      0       0       0      0      0      0      0      0      0
336      0       0       0      0      0      1      0      0      0
337      0       0       0      0      0      1      0      0      0
338      0       0       0      0      0      1      0      0      0
339      1       0       0      1      1      0      0      0      0
340      1       1       1      0      0      1      0      0      0
341      1       1       1      0      0      1      0      0      0
342      0       0       0      1      1      1      0      0      0
343      1       1       1      0      0      0      0      0      0
344      1       0       0      1      1      1      0      0      0
345      1       1       1      1      1      0      0      0      0
346      1       1       1      0      0      0      1      1      1
347      0       0       0      1      1      0      1      1      1
348      1       1       1      0      0      0      1      1      1
349      1       1       1      0      0      0      1      1      1
350      0       0       0      1      1      0      1      1      1
351      0       0       0      1      1      1      1      1      1
352      1       1       1      0      0      0      1      1      1
353      1       1       1      0      0      0      1      1      1
354      1       1       1      1      1      0      1      1      1
355      1       1       1      1      1      0      1      1      1
356      1       1       1      1      1      0      1      1      1
357      1       1       1      1      1      1      1      1      1
358      1       1       1      1      1      1      1      1      1
359      1       1       1      1      1      1      1      1      1
360      0       0       0      0      0      0      0      0      0
361      0       0       0      0      0      0      0      0      0
362      0       0       0      0      0      0      0      0      0
363      0       0       0      0      0      1      0      0      0
364      1       0       0      0      0      0      0      0      0
365      0       0       0      0      0      1      0      0      0
366      0       0       0      0      0      0      0      0      0
367      0       0       0      0      0      1      0      0      0
368      1       0       0      0      0      0      0      0      0
369      0       0       0      0      0      0      0      0      0
370      1       0       0      0      0      1      0      0      0
371      0       1       1      0      0      0      0      0      0
372      1       1       1      0      0      0      0      0      0
373      0       0       0      0      0      0      1      1      1
374      1       1       1      0      0      1      0      0      0
375      1       0       0      0      0      0      0      0      0
376      0       0       0      1      1      0      0      0      0
377      1       0       0      0      0      1      0      0      0
378      0       1       1      0      0      0      0      0      0
379      0       0       0      0      0      0      1      1      1
380      0       0       0      0      0      0      1      1      1
381      0       0       0      1      1      0      1      1      1
382      1       1       1      0      0      0      1      1      1
383      1       0       0      1      1      0      0      0      0
384      0       0       0      0      0      1      1      1      1
385      1       1       1      0      0      1      0      0      0
386      1       1       1      0      0      1      0      0      0
387      1       1       1      1      1      1      0      0      0
388      0       0       0      0      0      1      1      1      1
389      1       0       0      0      0      0      1      1      1
390      0       0       0      1      1      0      1      1      1
391      1       1       1      0      0      0      1      1      1
392      1       1       1      0      0      0      1      1      1
393      1       1       1      0      0      0      1      1      1
394      0       0       0      0      0      1      1      1      1
395      1       1       1      0      0      0      1      1      1
396      1       1       1      0      0      1      1      1      1
397      0       0       0      1      1      1      1      1      1
398      1       1       1      1      1      0      1      1      1
399      1       1       1      0      0      0      1      1      1
400      1       1       1      1      1      0      1      1      1
401      1       0       0      0      0      1      1      1      1
402      0       0       0      1      1      1      1      1      1
403      1       1       1      1      1      1      1      1      1
404      0       0       0      0      0      0      0      0      0
405      0       0       0      0      0      0      0      0      0
406      0       0       0      0      0      1      0      0      0
407      0       0       0      0      0      0      0      0      0
408      0       0       0      0      0      1      0      0      0
409      0       0       0      0      0      1      0      0      0
410      0       0       0      0      0      1      0      0      0
411      1       0       0      0      0      0      0      0      0
412      0       0       0      0      0      0      0      0      0
413      0       0       0      1      1      0      0      0      0
414      0       0       0      0      0      1      0      0      0
415      0       0       0      0      0      0      1      1      1
416      0       0       0      0      0      1      0      0      0
417      1       0       0      0      0      0      0      0      0
418      0       0       0      1      1      1      0      0      0
419      0       0       0      0      0      1      0      0      0
420      0       0       0      1      1      0      0      0      0
421      0       0       0      0      0      1      0      0      0
422      1       0       0      0      0      1      0      0      0
423      1       1       1      0      0      0      0      0      0
424      0       0       0      0      0      1      0      0      0
425      0       0       0      0      0      1      0      0      0
426      1       1       1      0      0      1      0      0      0
427      1       1       1      0      0      1      0      0      0
428      1       1       1      0      0      0      0      0      0
429      0       0       0      0      0      1      0      0      0
430      0       0       0      1      1      1      0      0      0
431      1       1       1      0      0      1      0      0      0
432      1       1       1      0      0      0      0      0      0
433      0       0       0      0      0      0      1      1      1
434      0       0       0      0      0      0      1      1      1
435      1       0       0      1      1      0      0      0      0
436      0       0       0      0      0      0      1      1      1
437      0       0       0      1      1      1      0      0      0
438      1       0       0      0      0      1      0      0      0
439      1       1       1      0      0      0      0      0      0
440      0       0       0      1      1      1      0      0      0
441      0       1       1      1      1      0      0      0      0
442      0       0       0      0      0      0      1      1      1
443      0       0       0      0      0      0      1      1      1
444      0       0       0      1      1      0      1      1      1
445      0       0       0      0      0      1      1      1      1
446      0       0       0      0      0      1      1      1      1
447      1       0       0      1      1      1      0      0      0
448      1       1       1      1      1      1      0      0      0
449      0       0       0      0      0      1      1      1      1
450      0       1       1      1      1      1      0      0      0
451      1       0       0      0      0      0      1      1      1
452      0       0       0      0      0      0      1      1      1
453      1       1       1      0      0      0      1      1      1
454      0       0       0      1      1      0      1      1      1
455      1       1       1      0      0      0      1      1      1
456      0       0       0      0      0      0      1      1      1
457      0       0       0      0      0      0      1      1      1
458      0       0       0      1      1      0      1      1      1
459      1       1       1      0      0      0      1      1      1
460      1       1       1      0      0      0      1      1      1
461      1       1       1      0      0      0      1      1      1
462      0       0       0      0      0      0      1      1      1
463      0       0       0      1      1      1      1      1      1
464      1       1       1      0      0      1      1      1      1
465      1       1       1      1      1      0      1      1      1
466      0       0       0      0      0      1      1      1      1
467      0       0       0      0      0      1      1      1      1
468      0       0       0      1      1      1      1      1      1
469      1       1       1      0      0      1      1      1      1
470      1       1       1      0      0      1      1      1      1
471      0       0       0      1      1      0      1      1      1
472      1       1       1      0      0      0      1      1      1
473      1       1       1      0      0      0      1      1      1
474      1       0       0      1      1      1      1      1      1
475      1       1       1      1      1      0      1      1      1
476      1       1       1      1      1      0      1      1      1
477      0       0       0      0      0      0      0      0      0
478      0       0       0      0      0      0      0      0      0
479      0       0       0      0      0      0      0      0      0
480      0       0       0      0      0      0      0      0      0
481      0       0       0      0      0      0      0      0      0
482      0       0       0      0      0      1      0      0      0
483      0       0       0      0      0      0      0      0      0
484      0       0       0      0      0      0      0      0      0
485      0       0       0      0      0      1      0      0      0
486      0       0       0      0      0      0      0      0      0
487      0       0       0      1      1      0      0      0      0
488      0       0       0      0      0      1      0      0      0
489      0       0       0      0      0      1      0      0      0
490      0       0       0      0      0      1      0      0      0
491      0       0       0      1      1      0      0      0      0
492      0       0       0      0      0      0      0      0      0
493      0       0       0      0      0      1      0      0      0
494      0       0       0      0      0      1      0      0      0
495      0       0       0      0      0      0      0      0      0
496      0       0       0      0      0      1      0      0      0
497      0       0       0      0      0      1      0      0      0
498      0       0       0      0      0      0      0      0      0
499      0       0       0      0      0      1      0      0      0
500      0       0       0      0      0      0      0      0      0
501      1       0       0      0      0      1      0      0      0
502      1       1       1      0      0      0      0      0      0
503      0       0       0      0      0      0      0      0      0
504      0       0       0      0      0      0      1      1      1
505      0       0       0      0      0      0      1      1      1
506      0       0       0      0      0      1      0      0      0
507      1       0       0      0      0      0      0      0      0
508      1       1       1      0      0      0      0      0      0
509      1       1       1      0      0      0      0      0      0
510      0       0       0      1      1      0      0      0      0
511      1       0       0      0      0      0      0      0      0
512      0       0       0      0      0      0      0      0      0
513      1       1       1      0      0      0      0      0      0
514      1       1       1      0      0      0      0      0      0
515      0       0       0      1      1      0      0      0      0
516      0       0       0      0      0      0      1      1      1
517      0       0       0      0      0      0      1      1      1
518      0       0       0      0      0      0      1      1      1
519      1       0       0      0      0      0      0      0      0
520      1       0       0      1      1      0      0      0      0
521      1       1       1      1      1      0      0      0      0
522      0       0       0      1      1      0      0      0      0
523      0       0       0      0      0      1      0      0      0
524      0       1       1      0      0      1      0      0      0
525      1       1       1      0      0      1      0      0      0
526      0       0       0      1      1      0      0      0      0
527      0       0       0      1      1      0      0      0      0
528      1       0       0      0      0      1      0      0      0
529      0       0       0      1      1      1      0      0      0
530      0       0       0      0      0      0      1      1      1
531      1       1       1      0      0      0      0      0      0
532      1       1       1      0      0      1      0      0      0
533      1       0       0      0      0      0      0      0      0
534      1       0       0      0      0      0      0      0      0
535      1       1       1      0      0      0      0      0      0
536      0       0       0      1      1      0      0      0      0
537      0       0       0      1      1      1      0      0      0
538      0       0       0      1      1      0      0      0      0
539      1       1       1      0      0      1      0      0      0
540      1       1       1      0      0      1      0      0      0
541      0       0       0      1      1      1      0      0      0
542      0       1       1      0      0      1      0      0      0
543      1       0       0      0      0      0      0      0      0
544      0       0       0      0      0      0      1      1      1
545      1       0       0      1      1      1      0      0      0
546      1       0       0      0      0      1      0      0      0
547      0       0       0      1      1      1      0      0      0
548      1       0       0      1      1      0      0      0      0
549      0       0       0      0      0      0      1      1      1
550      1       0       0      1      1      0      0      0      0
551      1       0       0      1      1      0      0      0      0
552      0       0       0      0      0      0      1      1      1
553      0       0       0      0      0      1      1      1      1
554      0       0       0      0      0      0      1      1      1
555      1       1       1      0      0      0      0      0      0
556      0       0       0      0      0      0      1      1      1
557      1       1       1      0      0      0      0      0      0
558      1       1       1      0      0      0      1      1      1
559      1       0       0      0      0      0      1      1      1
560      1       0       0      0      0      0      1      1      1
561      1       0       0      1      1      0      0      0      0
562      0       1       1      0      0      1      0      0      0
563      1       1       1      1      1      0      0      0      0
564      0       0       0      0      0      1      1      1      1
565      1       1       1      1      1      0      0      0      0
566      0       0       0      0      0      0      1      1      1
567      1       1       1      0      0      0      0      0      0
568      1       1       1      1      1      0      0      0      0
569      1       1       1      0      0      0      1      1      1
570      0       0       0      1      1      0      1      1      1
571      0       0       0      0      0      0      1      1      1
572      1       0       0      1      1      1      0      0      0
573      0       0       0      0      0      0      1      1      1
574      0       0       0      1      1      0      1      1      1
575      1       1       1      1      1      0      0      0      0
576      1       1       1      1      1      0      0      0      0
577      0       0       0      0      0      0      1      1      1
578      1       1       1      0      0      0      1      1      1
579      1       1       1      0      0      0      1      1      1
580      1       1       1      1      1      0      0      0      0
581      1       1       1      1      1      0      0      0      0
582      0       1       1      1      1      0      0      0      0
583      0       0       0      0      0      0      1      1      1
584      0       1       1      1      1      1      0      0      0
585      1       1       1      0      0      0      1      1      1
586      1       1       1      1      1      1      0      0      0
587      1       1       1      0      0      0      1      1      1
588      1       1       1      1      1      1      0      0      0
589      1       1       1      1      1      1      0      0      0
590      0       0       0      0      0      1      1      1      1
591      0       0       0      0      0      0      1      1      1
592      0       0       0      1      1      0      1      1      1
593      1       1       1      0      0      0      1      1      1
594      0       0       0      0      0      1      1      1      1
595      0       0       0      1      1      0      1      1      1
596      0       0       0      0      0      1      1      1      1
597      1       1       1      0      0      0      1      1      1
598      1       1       1      1      1      0      1      1      1
599      1       0       0      1      1      0      1      1      1
600      1       0       0      0      0      1      1      1      1
601      1       0       0      0      0      1      1      1      1
602      1       0       0      0      0      1      1      1      1
603      1       0       0      0      0      1      1      1      1
604      0       0       0      1      1      1      1      1      1
605      1       1       1      1      1      0      1      1      1
606      0       0       0      1      1      1      1      1      1
607      1       1       1      0      0      1      1      1      1
608      1       1       1      0      0      1      1      1      1
609      1       1       1      0      0      1      1      1      1
610      1       1       1      0      0      1      1      1      1
611      1       1       1      0      0      0      1      1      1
612      0       1       1      0      0      1      1      1      1
613      0       0       0      1      1      1      1      1      1
614      0       0       0      1      1      0      1      1      1
615      1       1       1      0      0      1      1      1      1
616      1       1       1      0      0      0      1      1      1
617      0       0       0      0      0      1      1      1      1
618      1       1       1      0      0      1      1      1      1
619      1       1       1      0      0      0      1      1      1
620      1       0       0      0      0      0      1      1      1
621      0       0       0      1      1      1      1      1      1
622      1       0       0      1      1      1      1      1      1
623      1       1       1      0      0      0      1      1      1
624      0       0       0      1      1      1      1      1      1
625      1       1       1      0      0      1      1      1      1
626      1       0       0      1      1      0      1      1      1
627      1       1       1      1      1      0      1      1      1
628      1       1       1      0      0      1      1      1      1
629      1       1       1      0      0      0      1      1      1
630      1       0       0      1      1      0      1      1      1
631      1       1       1      0      0      1      1      1      1
632      1       1       1      0      0      1      1      1      1
633      1       1       1      0      0      0      1      1      1
634      1       1       1      1      1      0      1      1      1
635      1       1       1      1      1      1      1      1      1
636      1       1       1      1      1      1      1      1      1
637      1       1       1      1      1      1      1      1      1
638      1       1       1      1      1      1      1      1      1
     id_21  id_07  id_08  id_26  id_25  id_24 na_cnt_in_pattern
639 267744 267748 267748 267752 267791 268475           4169179
1        0      0      0      0      0      0                16
2        0      0      0      0      0      0                10
3        0      0      0      0      0      0                15
4        0      0      0      0      0      0                21
5        0      0      0      0      0      0                 9
6        0      0      0      0      0      0                14
7        0      0      0      0      0      0                15
8        0      0      0      0      0      0                23
9        0      0      0      0      0      0                20
10       0      0      0      0      0      0                17
11       0      0      0      0      0      0                11
12       0      0      0      0      0      0                22
13       0      0      0      0      0      0                22
14       0      0      0      0      0      0                16
15       0      0      0      0      0      0                12
16       0      0      0      0      0      0                10
17       0      0      0      0      0      0                11
18       1      1      1      1      1      1                 5
19       0      0      0      0      0      0                15
20       1      1      1      1      1      1                 0
21       0      0      0      0      0      0                18
22       0      0      0      0      0      0                16
23       0      0      0      0      0      0                17
24       0      0      0      0      0      0                21
25       0      0      0      0      0      0                22
26       0      0      0      0      0      0                12
27       0      0      0      0      0      0                11
28       0      0      0      0      0      0                12
29       0      0      0      0      0      0                20
30       0      0      0      0      0      0                22
31       0      0      0      0      0      0                17
32       0      0      0      0      0      0                15
33       1      1      1      1      1      1                 1
34       0      0      0      0      0      0                17
35       0      0      0      0      0      0                13
36       1      1      1      1      1      1                 6
37       0      0      0      0      0      0                11
38       0      0      0      0      0      0                23
39       0      0      0      0      0      0                19
40       0      0      0      0      0      0                16
41       0      0      0      0      0      0                18
42       0      0      0      0      0      0                20
43       0      0      0      0      0      0                16
44       0      0      0      0      0      0                21
45       0      0      0      0      0      0                12
46       0      0      0      0      0      0                21
47       0      0      0      0      0      0                13
48       1      1      1      1      1      1                 1
49       0      0      0      0      0      0                16
50       0      0      0      0      0      0                17
51       0      0      0      0      0      0                21
52       1      1      1      1      1      1                11
53       0      0      0      0      0      0                12
54       0      0      0      0      0      0                18
55       0      0      0      0      0      0                10
56       1      1      1      1      1      1                 8
57       0      0      0      0      0      0                15
58       0      0      0      0      0      0                25
59       0      0      0      0      0      0                12
60       0      0      0      0      0      0                11
61       0      0      0      0      0      0                19
62       0      0      0      0      0      0                21
63       0      0      0      0      0      0                18
64       0      0      0      0      0      0                17
65       0      0      0      0      0      0                15
66       0      0      0      0      0      0                14
67       1      1      1      1      1      1                 6
68       0      0      0      0      0      0                18
69       0      0      0      0      0      0                13
70       0      0      0      0      0      0                19
71       0      0      0      0      0      0                16
72       1      1      1      1      1      1                 2
73       0      0      0      0      0      0                16
74       0      0      0      0      0      0                14
75       0      0      0      0      0      0                22
76       0      0      0      0      0      0                20
77       0      0      0      0      0      0                12
78       1      1      1      1      1      1                12
79       0      0      0      0      0      0                22
80       0      0      0      0      0      0                18
81       0      0      0      0      0      0                19
82       0      0      0      0      0      0                21
83       0      0      0      0      0      0                20
84       0      0      0      0      0      0                16
85       0      0      0      0      0      0                24
86       0      0      0      0      0      0                17
87       0      0      0      0      0      0                11
88       0      0      0      0      0      0                16
89       0      0      0      0      0      0                16
90       1      1      1      1      1      0                 1
91       0      0      0      0      0      0                29
92       0      0      0      0      0      0                23
93       0      0      0      0      0      0                13
94       0      0      0      0      0      0                13
95       0      0      0      0      0      0                14
96       0      0      0      0      0      0                10
97       0      0      0      0      0      0                18
98       0      0      0      0      0      0                17
99       0      0      0      0      0      0                15
100      0      0      0      0      0      0                15
101      0      0      0      0      0      0                21
102      0      0      0      0      0      0                15
103      0      0      0      0      0      0                15
104      0      0      0      0      0      0                16
105      0      0      0      0      0      0                19
106      1      1      1      1      1      1                 1
107      0      0      0      0      0      0                16
108      0      0      0      0      0      0                22
109      0      0      0      0      0      0                16
110      1      1      1      1      1      0                13
111      0      0      0      0      0      0                25
112      0      0      0      0      0      0                19
113      0      0      0      0      0      0                17
114      0      0      0      0      0      0                19
115      1      1      1      1      1      1                 2
116      1      1      1      1      1      1                 7
117      0      0      0      0      0      0                16
118      0      0      0      0      0      0                24
119      0      0      0      0      0      0                14
120      1      1      1      1      1      0                 6
121      1      1      1      1      1      1                17
122      1      1      1      1      1      1                 6
123      1      1      1      1      1      0                 2
124      0      0      0      0      0      0                20
125      0      0      0      0      0      0                17
126      1      1      1      1      1      1                 7
127      0      0      0      0      0      0                12
128      0      0      0      0      0      0                11
129      0      0      0      0      0      0                10
130      1      1      1      1      1      1                 6
131      1      1      1      1      1      1                 3
132      0      0      0      0      0      0                16
133      1      1      1      1      1      1                 9
134      0      0      0      0      0      0                13
135      0      0      0      0      0      0                21
136      0      0      0      0      0      0                21
137      1      1      1      1      1      1                 6
138      1      1      1      1      1      0                 3
139      1      1      1      1      1      1                19
140      0      0      0      0      0      0                12
141      1      1      1      1      1      1                13
142      0      0      0      0      0      0                23
143      0      0      0      0      0      0                13
144      0      0      0      0      0      0                15
145      1      1      1      1      1      0                 7
146      1      1      1      1      1      1                 8
147      0      0      0      0      0      0                17
148      0      0      0      0      0      0                15
149      1      1      1      1      1      1                 8
150      0      0      0      0      0      0                21
151      0      0      0      0      0      0                22
152      1      1      1      1      1      1                12
153      1      1      1      1      1      1                 7
154      0      0      0      0      0      0                24
155      0      0      0      0      0      0                22
156      0      0      0      0      0      0                17
157      0      0      0      0      0      0                16
158      0      0      0      0      0      0                16
159      0      0      0      0      0      0                15
160      0      0      0      0      0      0                16
161      1      1      1      1      1      1                 3
162      0      0      0      0      0      0                22
163      0      0      0      0      0      0                16
164      0      0      0      0      0      0                11
165      1      1      1      1      1      1                 6
166      0      0      0      0      0      0                18
167      1      1      1      1      1      0                 7
168      1      1      1      1      1      0                18
169      1      1      1      1      1      1                 7
170      1      1      1      1      1      1                 6
171      0      0      0      0      0      0                25
172      0      0      0      0      0      0                22
173      1      1      1      1      1      1                12
174      1      1      1      1      1      0                 8
175      0      0      0      0      0      0                14
176      1      1      1      1      1      1                 3
177      1      1      1      1      1      0                15
178      1      1      1      1      1      1                10
179      0      0      0      0      0      0                30
180      0      0      0      0      0      0                24
181      0      0      0      0      0      0                20
182      0      0      0      0      0      0                18
183      0      0      0      0      0      0                17
184      1      1      1      1      1      0                12
185      1      1      1      1      1      1                11
186      0      0      0      0      0      0                26
187      1      1      1      1      1      1                18
188      0      0      0      0      0      0                17
189      0      0      0      0      0      0                16
190      0      0      0      0      0      0                14
191      0      0      0      0      0      0                13
192      1      1      1      1      1      1                 5
193      1      1      1      1      1      1                 3
194      0      0      0      0      0      0                18
195      0      0      0      0      0      0                17
196      1      1      1      1      1      1                11
197      0      0      0      0      0      0                20
198      0      0      0      0      0      0                17
199      0      0      0      0      0      0                17
200      0      0      0      0      0      0                14
201      0      0      0      0      0      0                13
202      1      1      1      1      1      1                13
203      0      0      0      0      0      0                10
204      0      0      0      0      0      0                31
205      0      0      0      0      0      0                20
206      1      1      1      1      1      1                18
207      0      0      0      0      0      0                18
208      1      1      1      1      1      1                15
209      0      0      0      0      0      0                14
210      1      1      1      1      1      0                13
211      0      0      0      0      0      0                13
212      0      0      0      0      0      0                24
213      1      1      1      1      1      0                17
214      0      0      0      0      0      0                16
215      0      0      0      0      0      0                14
216      0      0      0      0      0      0                14
217      1      1      1      1      1      0                 7
218      0      0      0      0      0      0                23
219      0      0      0      0      0      0                20
220      0      0      0      0      0      0                16
221      0      0      0      0      0      0                13
222      0      0      0      0      0      0                11
223      1      1      1      1      1      1                 7
224      1      1      1      1      1      1                 4
225      1      1      1      1      1      1                 4
226      1      1      1      1      1      1                 3
227      1      1      1      1      0      1                 2
228      0      0      0      0      0      0                20
229      0      0      0      0      0      0                19
230      0      0      0      0      0      0                18
231      0      0      0      0      0      0                18
232      0      0      0      0      0      0                17
233      0      0      0      0      0      0                16
234      1      1      1      1      1      0                14
235      0      0      0      0      0      0                12
236      1      1      1      1      1      1                11
237      1      1      1      1      1      1                10
238      1      1      1      1      1      0                20
239      0      0      0      0      0      0                16
240      0      0      0      0      0      0                15
241      0      0      0      0      0      0                14
242      0      0      0      0      0      0                12
243      1      1      1      1      1      0                12
244      0      0      0      0      0      0                10
245      1      1      1      1      1      0                 8
246      1      1      1      1      1      1                 6
247      0      0      0      0      0      0                23
248      0      0      0      0      0      0                22
249      0      0      0      0      0      0                19
250      0      0      0      0      0      0                19
251      0      0      0      0      0      0                17
252      0      0      0      0      0      0                12
253      1      1      1      1      1      1                 5
254      0      0      0      0      0      0                24
255      0      0      0      0      0      0                21
256      1      1      1      1      0      1                20
257      0      0      0      0      0      0                19
258      1      1      1      1      1      0                19
259      0      0      0      0      0      0                17
260      0      0      0      0      0      0                17
261      0      0      0      0      0      0                15
262      0      0      0      0      0      0                15
263      1      1      1      1      1      0                13
264      0      0      0      0      0      0                12
265      1      1      1      1      1      1                 3
266      1      1      1      1      1      1                 3
267      0      0      0      0      0      0                23
268      0      0      0      0      0      0                22
269      0      0      0      0      0      0                21
270      0      0      0      0      0      0                19
271      0      0      0      0      0      0                18
272      0      0      0      0      0      0                17
273      1      1      1      1      1      0                16
274      1      1      1      1      1      0                12
275      1      1      1      1      0      1                 7
276      1      1      1      1      1      1                 5
277      1      1      1      1      1      1                 2
278      0      0      0      0      0      0                24
279      0      0      0      0      0      0                23
280      0      0      0      0      0      0                19
281      0      0      0      0      0      0                18
282      0      0      0      0      0      0                16
283      0      0      0      0      0      0                13
284      1      1      1      1      1      1                12
285      1      1      1      1      1      1                11
286      0      0      0      0      0      0                11
287      1      1      1      1      1      1                 9
288      1      1      1      1      1      0                 6
289      0      0      0      0      0      0                29
290      0      0      0      0      0      0                22
291      0      0      0      0      0      0                18
292      0      0      0      0      0      0                17
293      0      0      0      0      0      0                17
294      0      0      0      0      0      0                16
295      1      1      1      1      1      1                16
296      1      1      1      1      1      1                14
297      0      0      0      0      0      0                12
298      0      0      0      0      0      0                11
299      1      1      1      1      1      1                 8
300      1      1      1      1      1      1                 7
301      0      0      0      0      0      0                22
302      0      0      0      0      0      0                22
303      0      0      0      0      0      0                20
304      0      0      0      0      0      0                18
305      0      0      0      0      0      0                18
306      0      0      0      0      0      0                18
307      0      0      0      0      0      0                17
308      0      0      0      0      0      0                17
309      0      0      0      0      0      0                17
310      0      0      0      0      0      0                17
311      0      0      0      0      0      0                16
312      0      0      0      0      0      0                15
313      0      0      0      0      0      0                15
314      0      0      0      0      0      0                15
315      0      0      0      0      0      0                14
316      0      0      0      0      0      0                14
317      1      1      1      1      1      1                13
318      0      0      0      0      0      0                13
319      0      0      0      0      0      0                13
320      0      0      0      0      0      0                12
321      1      1      1      1      1      1                12
322      1      1      1      1      1      1                12
323      0      0      0      0      0      0                11
324      1      1      1      1      1      1                 8
325      1      1      1      1      1      1                 8
326      1      1      1      1      1      0                 5
327      1      1      1      1      1      0                 4
328      1      1      1      0      1      0                 2
329      0      1      1      1      1      0                 2
330      1      1      1      1      1      1                 2
331      0      0      0      0      0      0                24
332      0      0      0      0      0      0                23
333      0      0      0      0      0      0                19
334      1      1      1      1      0      1                19
335      0      0      0      0      0      0                18
336      0      0      0      0      0      0                18
337      0      0      0      0      0      0                17
338      0      0      0      0      0      0                17
339      0      0      0      0      0      0                16
340      0      0      0      0      0      0                16
341      0      0      0      0      0      0                16
342      0      0      0      0      0      0                15
343      0      0      0      0      0      0                14
344      0      0      0      0      0      0                12
345      0      0      0      0      0      0                12
346      1      1      1      1      1      1                12
347      1      1      1      1      1      1                11
348      1      1      1      1      1      0                 9
349      1      1      1      1      1      0                 8
350      1      1      1      1      1      1                 8
351      1      1      1      1      1      1                 7
352      1      1      1      1      1      1                 7
353      1      1      1      1      1      1                 5
354      1      1      1      1      1      0                 4
355      1      1      1      1      1      0                 3
356      0      1      1      1      1      1                 3
357      1      1      1      0      0      1                 2
358      1      1      1      1      1      0                 2
359      1      1      1      1      0      1                 2
360      0      0      0      0      0      0                24
361      0      0      0      0      0      0                23
362      0      0      0      0      0      0                22
363      0      0      0      0      0      0                21
364      0      0      0      0      0      0                20
365      0      0      0      0      0      0                20
366      0      0      0      0      0      0                19
367      0      0      0      0      0      0                19
368      0      0      0      0      0      0                19
369      0      0      0      0      0      0                18
370      0      0      0      0      0      0                18
371      0      0      0      0      0      0                17
372      0      0      0      0      0      0                17
373      1      1      1      1      1      0                17
374      0      0      0      0      0      0                16
375      0      0      0      0      0      0                15
376      0      0      0      0      0      0                15
377      0      0      0      0      0      0                14
378      0      0      0      0      0      0                14
379      1      1      1      1      1      0                14
380      1      1      1      1      1      0                14
381      1      1      1      1      0      1                14
382      1      1      1      1      1      1                13
383      0      0      0      0      0      0                13
384      1      1      1      1      1      1                12
385      0      0      0      0      0      0                12
386      0      0      0      0      0      0                12
387      0      0      0      0      0      0                11
388      1      1      1      1      1      1                11
389      1      1      1      1      1      1                10
390      1      1      1      1      1      0                10
391      1      1      1      1      1      0                10
392      1      1      1      1      1      1                 9
393      1      1      1      1      1      1                 9
394      1      1      1      1      1      0                 8
395      1      1      1      1      0      1                 7
396      1      1      1      0      1      1                 7
397      1      1      1      1      1      1                 6
398      1      0      0      1      1      0                 6
399      1      1      1      1      1      1                 6
400      1      0      0      1      1      0                 4
401      1      1      1      1      1      1                 4
402      1      1      1      1      1      1                 4
403      1      0      0      1      1      0                 3
404      0      0      0      0      0      0                25
405      0      0      0      0      0      0                23
406      0      0      0      0      0      0                23
407      0      0      0      0      0      0                22
408      0      0      0      0      0      0                21
409      0      0      0      0      0      0                20
410      0      0      0      0      0      0                19
411      0      0      0      0      0      0                19
412      0      0      0      0      0      0                19
413      0      0      0      0      0      0                19
414      0      0      0      0      0      0                19
415      1      1      1      1      1      0                19
416      0      0      0      0      0      0                18
417      0      0      0      0      0      0                18
418      0      0      0      0      0      0                18
419      0      0      0      0      0      0                18
420      0      0      0      0      0      0                18
421      0      0      0      0      0      0                18
422      0      0      0      0      0      0                18
423      0      0      0      0      0      0                18
424      0      0      0      0      0      0                17
425      0      0      0      0      0      0                17
426      0      0      0      0      0      0                17
427      0      0      0      0      0      0                17
428      0      0      0      0      0      0                17
429      0      0      0      0      0      0                16
430      0      0      0      0      0      0                16
431      0      0      0      0      0      0                16
432      0      0      0      0      0      0                16
433      1      1      1      1      1      1                16
434      1      1      1      1      1      0                16
435      0      0      0      0      0      0                15
436      1      1      1      1      1      1                15
437      0      0      0      0      0      0                14
438      0      0      0      0      0      0                14
439      0      0      0      0      0      0                14
440      0      0      0      0      0      0                13
441      0      0      0      0      0      0                13
442      1      1      1      1      1      1                13
443      1      1      1      1      1      1                13
444      1      1      1      1      1      0                13
445      1      1      1      1      1      0                12
446      1      1      1      1      1      0                12
447      0      0      0      0      0      0                12
448      0      0      0      0      0      0                12
449      1      1      1      1      1      0                11
450      0      0      0      0      0      0                11
451      1      1      1      1      1      1                11
452      1      1      1      1      1      1                10
453      1      1      1      1      1      0                10
454      1      1      1      1      1      1                10
455      1      1      1      1      1      1                10
456      1      1      1      1      1      0                 9
457      1      1      1      1      1      1                 9
458      1      1      1      1      1      0                 9
459      1      1      1      1      1      0                 9
460      1      1      1      1      1      1                 9
461      1      1      1      1      1      1                 9
462      1      1      1      1      1      1                 8
463      1      1      1      1      1      0                 8
464      1      1      1      1      0      1                 8
465      1      1      1      1      1      0                 8
466      1      1      1      1      1      1                 7
467      1      1      1      1      1      1                 7
468      1      1      1      1      1      0                 7
469      1      1      1      1      1      1                 7
470      1      1      1      1      0      1                 7
471      1      1      1      1      1      1                 6
472      1      1      1      1      1      1                 6
473      1      1      1      1      1      1                 4
474      1      1      1      1      1      0                 4
475      1      1      1      1      1      0                 3
476      1      1      1      1      1      1                 2
477      0      0      0      0      0      0                31
478      0      0      0      0      0      0                30
479      0      0      0      0      0      0                29
480      0      0      0      0      0      0                27
481      0      0      0      0      0      0                25
482      0      0      0      0      0      0                24
483      0      0      0      0      0      0                24
484      0      0      0      0      0      0                23
485      0      0      0      0      0      0                23
486      0      0      0      0      0      0                23
487      0      0      0      0      0      0                22
488      0      0      0      0      0      0                22
489      0      0      0      0      0      0                22
490      0      0      0      0      0      0                22
491      0      0      0      0      0      0                22
492      0      0      0      0      0      0                21
493      0      0      0      0      0      0                21
494      0      0      0      0      0      0                20
495      0      0      0      0      0      0                20
496      0      0      0      0      0      0                20
497      0      0      0      0      0      0                20
498      0      0      0      0      0      0                20
499      0      0      0      0      0      0                19
500      0      0      0      0      0      0                19
501      0      0      0      0      0      0                19
502      0      0      0      0      0      0                19
503      0      0      0      0      0      0                19
504      1      1      1      0      1      1                19
505      1      1      1      0      1      1                19
506      0      0      0      0      0      0                19
507      0      0      0      0      0      0                19
508      0      0      0      0      0      0                19
509      0      0      0      0      0      0                19
510      0      0      0      0      0      0                18
511      0      0      0      0      0      0                18
512      0      0      0      0      0      0                18
513      0      0      0      0      0      0                18
514      0      0      0      0      0      0                18
515      0      0      0      0      0      0                18
516      1      1      1      1      1      0                18
517      1      1      1      1      1      0                18
518      1      1      1      1      1      0                18
519      0      0      0      0      0      0                18
520      0      0      0      0      0      0                18
521      0      0      0      0      0      0                18
522      0      0      0      0      0      0                18
523      0      0      0      0      0      0                17
524      0      0      0      0      0      0                17
525      0      0      0      0      0      0                17
526      0      0      0      0      0      0                17
527      0      0      0      0      0      0                17
528      0      0      0      0      0      0                17
529      0      0      0      0      0      0                17
530      1      1      1      1      1      1                17
531      0      0      0      0      0      0                17
532      0      0      0      0      0      0                17
533      0      0      0      0      0      0                16
534      0      0      0      0      0      0                16
535      0      0      0      0      0      0                16
536      0      0      0      0      0      0                16
537      0      0      0      0      0      0                16
538      0      0      0      0      0      0                16
539      0      0      0      0      0      0                16
540      0      0      0      0      0      0                16
541      0      0      0      0      0      0                16
542      0      0      0      0      0      0                15
543      0      0      0      0      0      0                15
544      1      0      0      1      1      0                15
545      0      0      0      0      0      0                15
546      0      0      0      0      0      0                15
547      0      0      0      0      0      0                15
548      0      0      0      0      0      0                15
549      1      1      1      1      1      0                15
550      0      0      0      0      0      0                15
551      0      0      0      0      0      0                15
552      1      0      0      1      1      0                14
553      1      0      0      1      1      0                14
554      1      1      1      1      0      1                14
555      0      0      0      0      0      0                14
556      1      1      1      1      1      1                14
557      0      0      0      0      0      0                14
558      1      0      0      1      1      0                14
559      1      1      1      1      1      1                14
560      1      1      1      1      1      1                14
561      0      0      0      0      0      0                13
562      0      0      0      0      0      0                13
563      0      0      0      0      0      0                13
564      1      1      1      1      1      0                13
565      0      0      0      0      0      0                13
566      1      1      1      1      1      1                13
567      0      0      0      0      0      0                13
568      0      0      0      0      0      0                13
569      0      1      1      1      1      0                13
570      1      1      1      1      0      1                13
571      1      1      1      1      1      1                13
572      0      0      0      0      0      0                13
573      1      1      1      1      1      1                12
574      1      0      0      1      1      0                12
575      0      0      0      0      0      0                12
576      0      0      0      0      0      0                12
577      1      1      1      1      1      1                12
578      1      1      1      1      0      1                12
579      1      1      1      0      1      1                12
580      0      0      0      0      0      0                12
581      0      0      0      0      0      0                12
582      0      0      0      0      0      0                11
583      1      1      1      1      1      1                11
584      0      0      0      0      0      0                11
585      1      0      0      1      1      0                11
586      0      0      0      0      0      0                11
587      1      0      0      1      1      0                11
588      0      0      0      0      0      0                11
589      0      0      0      0      0      0                11
590      1      1      1      1      1      1                10
591      1      1      1      1      1      0                10
592      1      1      1      1      1      0                10
593      1      1      1      1      1      0                10
594      1      1      1      1      1      1                 9
595      1      1      1      1      1      1                 9
596      1      1      1      0      1      1                 9
597      1      1      1      1      0      0                 9
598      1      0      0      1      1      0                 9
599      1      1      1      1      1      1                 9
600      1      1      1      1      1      0                 8
601      1      1      1      1      1      1                 8
602      1      1      1      1      1      1                 8
603      1      1      1      1      1      1                 8
604      1      1      1      1      0      1                 8
605      1      1      1      1      1      1                 8
606      1      1      1      1      1      1                 8
607      1      1      1      0      1      0                 7
608      1      1      1      0      0      1                 7
609      0      1      1      1      1      0                 7
610      1      1      1      1      1      0                 7
611      1      1      1      1      1      1                 7
612      1      1      1      1      1      1                 7
613      1      1      1      1      1      0                 7
614      1      1      1      1      1      1                 7
615      1      1      1      1      1      0                 7
616      1      1      1      1      1      1                 7
617      1      1      1      1      1      1                 6
618      1      1      1      1      0      1                 6
619      1      1      1      1      1      1                 6
620      1      1      1      1      1      1                 5
621      1      1      1      1      1      0                 5
622      1      1      1      1      1      1                 5
623      1      1      1      1      1      0                 5
624      1      1      1      1      1      1                 5
625      1      1      1      0      1      0                 5
626      1      1      1      1      1      1                 5
627      0      1      1      1      1      1                 5
628      1      1      1      1      1      1                 5
629      1      1      1      1      0      1                 4
630      1      1      1      1      1      0                 4
631      1      1      1      1      1      0                 4
632      1      1      1      1      1      1                 4
633      1      1      1      1      1      1                 4
634      1      1      1      1      1      1                 4
635      1      1      1      1      1      0                 2
636      0      1      1      1      1      1                 2
637      1      1      1      0      1      1                 2
638      1      1      1      0      1      1                 1
  • 6개의 변수(id_14, id_34, id_32, id_30, id_33, id_18)가 모두 NA인 패턴이 32782(약 11%)개 있음


변수들의 NA 비율

(na_prop <- na_prop_func(identityD, c(no_na_features,na8187_features)))
     id_24      id_07      id_08      id_21      id_22      id_23 
     0.966      0.963      0.963      0.963      0.963      0.963 
     id_25      id_26      id_27      id_18      id_03      id_04 
     0.963      0.963      0.963      0.655      0.522      0.522 
   id_33_1    id_33_2      id_30      id_32      id_09      id_10 
     0.482      0.482      0.467      0.467      0.463      0.463 
     id_29      id_34      id_14 DeviceInfo      id_13      id_16 
     0.463      0.460      0.455      0.159      0.103      0.082 
     id_05      id_06      id_20      id_19      id_17      id_31 
     0.023      0.023      0.011      0.010      0.009      0.004 
     id_11      id_28      id_02 DeviceType 
     0.001      0.001      0.000      0.000 


각 변수들의 값 자체를 보자

na32782_features <- c('id_14','id_34','id_32','id_30','id_33','id_18')
tmp <- identityD[,na32782_features]
sapply(tmp,table)
  • 느낌이 뭔가 거래시 사용한 기기에 대한 정보 같음
  • id_14는 시간인줄 알았는데 음…
  • id_34는 html 크롤링 결과 같은데 무슨의미인지는…
  • id_32는 무조건 메모리인듯 GB
  • id_30은 무조건 기기명
  • id_33은 무조건 해상도
  • id_18은 뭐지? 화면 인치인가? 음….


구체적으로 더 전처리해야 하는데 일단 건너 뛰고


#tmp %>% filter(!(is.na(id_14),is.na(id_34),is.na(id_32),is.na(id_30),is.na(id_33),is.na(id_18)))


5.

변수들의 NA 비율

#(na_prop <- na_prop_func(identityD, c(no_na_features,na8187_features,na32782_features)))




(2) transD


















transD